{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:25.609563981Z",
     "start_time": "2023-08-19T07:23:22.269349399Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-08-19 09:23:24.527219: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
      "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2023-08-19 09:23:25.079241: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n"
     ]
    }
   ],
   "source": [
    "from MyEDFImports import load_all_labels, load_all_data\n",
    "from ssqueezepy import ssq_cwt, cwt\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "data": {
      "text/plain": "True"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.cuda.is_available()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:25.657284563Z",
     "start_time": "2023-08-19T07:23:25.654995880Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/CN223100.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/CP229110.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/CX230050.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/DG220020.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/DO223050.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/MyEDFImports.py:42: RuntimeWarning: Channel names are not unique, found duplicates for: {'CHIN EMG'}. Applying running numbers for duplicates.\n",
      "  raw = mne.io.read_raw_edf(path + \"//\" + name)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/LA216100.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/LM230010.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/TK221110.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/VC209100.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/VP214110.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/WD224010.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/MyEDFImports.py:42: RuntimeWarning: Channel names are not unique, found duplicates for: {'CHIN EMG'}. Applying running numbers for duplicates.\n",
      "  raw = mne.io.read_raw_edf(path + \"//\" + name)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<RawEDF | CN223100.edf, 1 x 15611000 (31222.0 s), ~6 kB, data not loaded> with 1561 windows\n",
      "<RawEDF | CP229110.edf, 1 x 20078000 (40156.0 s), ~6 kB, data not loaded> with 2007 windows\n",
      "importing inverted file: CP229110.edf\n",
      "/home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/CP229110.edf\n",
      "<RawEDF | CX230050.edf, 1 x 17981000 (35962.0 s), ~6 kB, data not loaded> with 1798 windows\n",
      "<RawEDF | DG220020.edf, 1 x 17756000 (35512.0 s), ~6 kB, data not loaded> with 1775 windows\n",
      "<RawEDF | DO223050.edf, 1 x 18066500 (36133.0 s), ~6 kB, data not loaded> with 1806 windows\n",
      "<RawEDF | LA216100.edf, 1 x 16333500 (32667.0 s), ~6 kB, data not loaded> with 1633 windows\n",
      "<RawEDF | LM230010.edf, 1 x 17246500 (34493.0 s), ~6 kB, data not loaded> with 1724 windows\n",
      "<RawEDF | TK221110.edf, 1 x 15991000 (31982.0 s), ~6 kB, data not loaded> with 1599 windows\n",
      "<RawEDF | VC209100.edf, 1 x 18434500 (36869.0 s), ~6 kB, data not loaded> with 1843 windows\n",
      "<RawEDF | VP214110.edf, 1 x 17252500 (34505.0 s), ~6 kB, data not loaded> with 1725 windows\n",
      "<RawEDF | WD224010.edf, 1 x 17774000 (35548.0 s), ~6 kB, data not loaded> with 1777 windows\n"
     ]
    }
   ],
   "source": [
    "data = load_all_data()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:33.641893682Z",
     "start_time": "2023-08-19T07:23:25.658307829Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "source": [
    "data_short=data[:4000]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:33.645645653Z",
     "start_time": "2023-08-19T07:23:33.644023074Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "def calculate_dwf_squeezepy_minimal(signals, wavelet_name = 'morlet', scales = np.arange(1, 128,)):\n",
    "    size = len(signals)\n",
    "    output = np.ndarray(shape=(size,len(scales), len(scales)))\n",
    "    for ind in range(size):\n",
    "        if ind % 500 == 0:\n",
    "            print(ind)\n",
    "        signal = signals[ind]\n",
    "        coef, freq, *_ = ssq_cwt(signal, wavelet_name, scales)\n",
    "        coef_ = coef[:, :len(scales)]\n",
    "        output[ind] = coef_\n",
    "    return output\n",
    "\n",
    "def calculate_dwf_squeezepy(signals, wavelet_name = 'morlet', scales = np.arange(1, 128,)):\n",
    "    size = len(signals)\n",
    "    output = np.ndarray(shape=(size,len(scales), len(scales)))\n",
    "    for ind in range(size):\n",
    "        if ind % 500 == 0:\n",
    "            print(ind)\n",
    "        signal = signals[ind]\n",
    "        coef, freq = ssq_cwt(signal, wavelet_name, scales)\n",
    "        coef_ = coef[:, :len(scales)]\n",
    "        output[ind] = coef_\n",
    "    return output\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:33.654708175Z",
     "start_time": "2023-08-19T07:23:33.650507531Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GMW L1 wavelet\n",
      "\tgamma=3, beta=60\n",
      "\tCenter frequency: 2.714000   [wc_ct, (cycles*radians)]\n",
      "\tTime resolution:  9.498688   [std_t, non-dimensional]\n",
      "\tFreq resolution:  0.052639   [std_w, non-dimensional]\n",
      "\tHeisenberg area:  0.500001214495\n"
     ]
    }
   ],
   "source": [
    "from ssqueezepy import Wavelet\n",
    "wavelet = Wavelet()\n",
    "wavelet.info()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:33.689065901Z",
     "start_time": "2023-08-19T07:23:33.655840681Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [],
   "source": [
    "from ssqueezepy import process_scales\n",
    "scales = np.arange(1,128, dtype=np.float32)\n",
    "scales = process_scales(scales,32)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:33.738262751Z",
     "start_time": "2023-08-19T07:23:33.688906360Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [],
   "source": [
    "# swt_sq_short_4k = calculate_dwf_squeezepy_minimal(data_short, scales=scales)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:33.738576672Z",
     "start_time": "2023-08-19T07:23:33.734370168Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "one_instance = data[4000]\n",
    "cwt_1, wx, *_ = ssq_cwt(one_instance, scales=scales, wavelet='morlet')\n",
    "import matplotlib.pyplot as plt\n",
    "def viz(Tx, Wx):\n",
    "    plt.imshow(np.abs(Wx), aspect='auto', cmap='turbo')\n",
    "    plt.show()\n",
    "    plt.imshow(np.abs(Tx), aspect='auto', cmap='turbo')\n",
    "    plt.show()\n",
    "#cwt, wx = cwt[:,:127], wx[:,:127]\n",
    "viz(cwt_1, wx)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:34.417680595Z",
     "start_time": "2023-08-19T07:23:33.735394794Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "coefs = ssq_cwt(one_instance, scales=scales)[0]\n",
    "plt.imshow(np.abs(coefs), aspect='auto', cmap='turbo')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:34.709168405Z",
     "start_time": "2023-08-19T07:23:34.417434684Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "coefs = ssq_cwt(one_instance, scales=scales, wavelet='morlet')[0]\n",
    "plt.imshow(np.abs(coefs), aspect='auto', cmap='turbo')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:34.988101462Z",
     "start_time": "2023-08-19T07:23:34.711177186Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:34.990377026Z",
     "start_time": "2023-08-19T07:23:34.988977138Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(np.abs(cwt_1[:, :127]), aspect='auto', cmap='turbo')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:35.101753519Z",
     "start_time": "2023-08-19T07:23:34.991974904Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "ename": "ImportError",
     "evalue": "cannot import name 'cwt_fwd' from 'ssqueezepy' (/home/tadeusz/miniconda3/envs/tf/lib/python3.9/site-packages/ssqueezepy/__init__.py)",
     "output_type": "error",
     "traceback": [
      "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[0;31mImportError\u001B[0m                               Traceback (most recent call last)",
      "Cell \u001B[0;32mIn[13], line 1\u001B[0m\n\u001B[0;32m----> 1\u001B[0m \u001B[38;5;28;01mfrom\u001B[39;00m \u001B[38;5;21;01mssqueezepy\u001B[39;00m \u001B[38;5;28;01mimport\u001B[39;00m cwt_fwd\n",
      "\u001B[0;31mImportError\u001B[0m: cannot import name 'cwt_fwd' from 'ssqueezepy' (/home/tadeusz/miniconda3/envs/tf/lib/python3.9/site-packages/ssqueezepy/__init__.py)"
     ]
    }
   ],
   "source": [
    "from ssqueezepy import cwt_fwd"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:35.809509015Z",
     "start_time": "2023-08-19T07:23:35.103676640Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'cwt_short_4000.npy'",
     "output_type": "error",
     "traceback": [
      "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[0;31mFileNotFoundError\u001B[0m                         Traceback (most recent call last)",
      "Cell \u001B[0;32mIn[14], line 1\u001B[0m\n\u001B[0;32m----> 1\u001B[0m pywcwt_4000 \u001B[38;5;241m=\u001B[39m \u001B[43mnp\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mload\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mcwt_short_4000.npy\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m)\u001B[49m\n\u001B[1;32m      2\u001B[0m first_one \u001B[38;5;241m=\u001B[39m pywcwt_4000[\u001B[38;5;241m0\u001B[39m]\n\u001B[1;32m      3\u001B[0m plt\u001B[38;5;241m.\u001B[39mimshow(np\u001B[38;5;241m.\u001B[39mabs(first_one), aspect\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mauto\u001B[39m\u001B[38;5;124m'\u001B[39m, cmap\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mturbo\u001B[39m\u001B[38;5;124m'\u001B[39m)\n",
      "File \u001B[0;32m~/miniconda3/envs/tf/lib/python3.9/site-packages/numpy/lib/npyio.py:390\u001B[0m, in \u001B[0;36mload\u001B[0;34m(file, mmap_mode, allow_pickle, fix_imports, encoding)\u001B[0m\n\u001B[1;32m    388\u001B[0m     own_fid \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;01mFalse\u001B[39;00m\n\u001B[1;32m    389\u001B[0m \u001B[38;5;28;01melse\u001B[39;00m:\n\u001B[0;32m--> 390\u001B[0m     fid \u001B[38;5;241m=\u001B[39m stack\u001B[38;5;241m.\u001B[39menter_context(\u001B[38;5;28;43mopen\u001B[39;49m\u001B[43m(\u001B[49m\u001B[43mos_fspath\u001B[49m\u001B[43m(\u001B[49m\u001B[43mfile\u001B[49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[38;5;124;43mrb\u001B[39;49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[43m)\u001B[49m)\n\u001B[1;32m    391\u001B[0m     own_fid \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;01mTrue\u001B[39;00m\n\u001B[1;32m    393\u001B[0m \u001B[38;5;66;03m# Code to distinguish from NumPy binary files and pickles.\u001B[39;00m\n",
      "\u001B[0;31mFileNotFoundError\u001B[0m: [Errno 2] No such file or directory: 'cwt_short_4000.npy'"
     ]
    }
   ],
   "source": [
    "pywcwt_4000 = np.load('cwt_short_4000.npy')\n",
    "first_one = pywcwt_4000[0]\n",
    "plt.imshow(np.abs(first_one), aspect='auto', cmap='turbo')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:43.081234675Z",
     "start_time": "2023-08-19T07:23:42.844398997Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "15.848931924611133"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "10**1.2"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:54.061781810Z",
     "start_time": "2023-08-19T07:23:54.015688878Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 2048\n",
    "t = np.linspace(0, 10, N, endpoint=False)\n",
    "xo = np.cos(2 * np.pi * 2 *t)\n",
    "xo += xo[::-1]  # add self reflected\n",
    "x = xo + np.sqrt(2) * np.random.randn(N)  # add noise\n",
    "\n",
    "plt.plot(xo);\n",
    "plt.show()\n",
    "plt.plot(x);\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:23:56.018802239Z",
     "start_time": "2023-08-19T07:23:55.746558509Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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CvV4PvV5LqKeSoBtFi+wyx4UQQghZYtLGc6XtcmmSc6fuuFhrcemll+Kzn/0s/u7v/g4nnHBC6f4TTjgBGzduxPbt2+O2fr+P2267DWeeeebCX3iMGnHmuRBCCCHTJ05sfBC62E/dcXnLW96CW2+9Ff/7f/9vrFu3LuatrF+/HmvWrIEQAlu3bsXVV1+NE088ESeeeCKuvvpqrF27FhdccMFEryVUBlh3awfp9h6ARyFUj64LIYQQsgQMMwNiKXRA+jCR6S/6dacuXD784Q8DAF74wheWtn/sYx/D61//egDAO9/5Tuzfvx+XXHIJ9uzZg9NPPx1f/vKXsW7dukW9drUk2k7hABFCCCFkgVSjIVIt+imnLlystSP3EULgyiuvxJVXXrn4F1QdP8lihqZXFqoH6HkINQerDyz+9QghhBBSo+iau7RpGbM9V5FXbtXclmp8rTbNNiGEEEIWTCFS5irrfoyNcwf68VlNzyeZbeGS0lASHZYJIYQQsjQM65gLJOaC7ECoxYeKZl64FG2ECSGEELLcLHVV0UwLl1S5pdNmpwdNlMJEzbXmhBBCCBmPtjE0LYUu9XCR02k8F5hp4TIMihNCCCFk6Zi0K/00wkTAoSBcZKc16SdNFhoVgyOEEELIwihHN4Z0zJ1CasdsC5fkALjE3KzUy2UYdGQIIYSQyaiOnTKZVLFxgkU/R9E0c1FnW7gMoS05iBMuEkIIIUtIm3kwpZLomRcuQqlS0g9LogkhhJClZZQJEHq41JJyGSrqlJcnzFpmuIgQQggZj6FzEyWGQf1x2dQSc4FZFy5Aa+ysqSSaCbqEEELI0tBYCp0ypTyX2RcuAdUp9XKp0tTPpbqdEEIIIVMkiJWQ37LqO+eqMFdR84FoynAmhBBCyGQ0/fiXDZMqpqXQS1FRBMy6cAEWVRJNCCGEkIUjJpnEmA3oykzaTpjhIkIIIWQ044yRQxN3lYomw6qfZFEo5RRciJ35yqJQEi3itNpsSEcIIYRMSr2h3IheaHHcDXMHpu1KmJxbhjNEE0IIIYc8h45waaCpnly2VBe5dbouhBBCCDD+mFiNcKSzQsf5BEOISC4+VDTbNoVUEKoDqzWEymF9SbT19pQdFLsK1YPV8yOfkuKFEEIIqZP+2J+oL1qIiExBtACHuOMCUIgQQgghB4Ny49esNDfRtPJbgFkXLsF68gm6IibmlkuiRUOteYCTLhJCCCHDaRsrq+NrtWNurYpotVcVARhpPbXNEl3eh+KFEEIIaWL0hIreFGiqKAr5LVKxj0sjMRFosp4uhBBCCJmMBaViTCHPZbaFi1dwoqGlcOjl4pZH93Kh60IIIYSUGXdsLEU30ooiJPktTM5NkMmcRZXJFscJFQUoXgghhBDHpGNiLIVOkdObXDE+5dSeabmZ0kGheCGEEELGI/RwqdFWRSQXLztmW7hIWU74qVQWBSaNw1G8EEIIWa0INTe521KdFRrJtDwyJOdOR3LMtnAB4oEQ6XxFnmpJ9CQCZiEnjhBCCJlVpjXulSqKgHJEZArRkdnunFs9ALIDYH6q8xZRvBBCCCHtFD1cuqVoh9sWxIt0Y3a++NebfccFSGwoFRN0q7NEE0IIIWR6lCIZYZxNK4qaWv1LsejXnW3hIkW5e25CvXsfxQshhBAybUqTK1aRyRg9hcRcYNaFSyBN+FEN/VxK8ye057lMNGkUIYQQcgiz4DFRdYrE3CVgtoVLUHA+aznE0poqiwCUmtBZfQBWH4jr4QRJ1Yv/CCGEkNVEdQysjoXpuAmEaqJyRVFIzBWh3b+SxVjNuYoqSFWLrYXKooW0JqaAIYQQshoYZ7xLRYtQvcaO9PUGdNN3Xma7qghwB8QYp+gG1fuq2c09YPDoxC9B8UIIIYTUaawoigZCg2BhAzpZvlXlyiLRUFkkKqqyansRQgghZDRtFUWl/JY0TMTkXE8lbuZiaomRxJmiCSGEkCWhVlFUGn/TMuhgMKx2x6V6ABJbSpTaDmcxgWhcFjRdNyGEEDLDtHWZrxazNO2TiheRds1N3ZcpMNs5LlIWByIsVxJ0hcxKCbrlyqL52sFP1yleCCGErEaE6sHq+dK26pjZWlEU8lukDw/F8Vkyx6VE2oiuNC9CPVTkFCVb+RNCCCELoVpRVErMDUzJYaky+8IldV1UGipSMdaWJujSRSGEEEIWTlFJ1PPRjG7R6h+ohIeSPi7AVByXQytUJF2oSGQ92MF8tK1sku8CFJVFdoSIqYqcqm1GCCGEzDLN+Szz8b7quBeiFS5yUSTmxqZz3Z7Lbwn9W6pJudW2JQtgpoWLbZqsKfRzkYXbEogJumMcuObEIwoZQgghs81CIw+tj2ur3m1wWRrH7QmZaeECuIMgIAEjAROa0QWlNzpBN6Vkf40Bw06EEEIONZqclkCoKCol5iKp5A2JuUoWYSJMR7DE9zC1Z1oOlAsVWSmSUJGM8xbFPJekER1QlHsxQZcQQggZD6Hm4o//NL9FZGudSZD1CuNAVSqKgDhmL5aZd1yGkiTnWr9pkl4uQD1zOmBNfzHvjBBCCFkW2sY1oBjbhrkuk2KlmGqF0WwLFyncP0jA2CJclPRzCfXlRY15UV0kVQ+m8pQxXDTkxI5zPyGEEDJrCNlt/GEu1FwSJmpOzI2N50L/lqrDEsfsxTHTwsUqfwCkcLku0ZZSY+W5CNUbK1Y2LOuaEEIImSVGjWlV8SKT/M+itYgXLdlaf7umyG/pZjFUFN0WKWCVKMbtRbDkwmXbtm34oz/6I7ztbW/D9ddfDwCw1uKqq67CzTffjD179uD000/HjTfeiJNOOmni57dKQGjrDoyxvqJIxvb/QikXJlrgTNFtCbhMzCWEEHKoMEloKJ0RukTav0WWnZZpCJb4dFN7pgbuuOMO3HzzzXjWs55V2n7ttdfiuuuuww033IA77rgDGzduxNlnn41HHx0tJFKsf/fhgERl5zOZw4SLorvGKcLu2opa7KGpkihN4iWEEEJWA01T4KRjZClMlB1epGJkcxBKNYeJklCRnZLiWDLH5bHHHsNrXvMa/Lf/9t/wvve9L2631uL666/HFVdcgfPOOw8AcMstt2DDhg249dZbcfHFF0/0OuFAiJDrknUA7Uuisy7Qn4+5Li5clBWipdqyuGWeokkTegkhhJBZwupyUm4aLoqCpRImKs1PpCpl0CFMFEJEwWiYgnhZMsflLW95C377t38bL33pS0vbd+7ciV27dmHLli1xW6/Xw1lnnYUdO3Y0Ptf8/Dz27dtX+gegFC9rtaGibRUqjFyei1tuaDJXEzMULYQQQg5txh3r6q5MZY6ihm65VmJq+S3AEjkun/70p3HXXXfhjjvuqN23a9cuAMCGDRtK2zds2IAHHnig8fm2bduGq666qrbdiqDeBAALEZJ0lQSyDOgPnHXV7cEO9rtQ0eCJsmrU9ZPVFr9j6IgQQsihRtHivwur+yXXJSBkF7K7LilyaejfknXLYaJKQm4QMItl6o7Lj3/8Y7ztbW/DJz/5SczNtTd4E6L85q21tW2Byy+/HHv37o3/fvzjH5cfm6o55cNFUrrM5qQsupQB3T28bH/5f/H9qWqzOooWQgghhx7lXJZyRCKOj0l+i8wOc0aAyiC6a1wuadYrh4kyFUNE4R/gDIfFMnXH5c4778Tu3btx2mmnxW1aa9x+++244YYbcN999wFwzsumTZviPrt37665MIFer4der6F8S7l/Qvt16byXEpVQEeBPzODx6LoA5UmlCCGEEDIc0TRHUWX25yKdY3qvO3Xh8pKXvATf/e53S9ve8IY34JnPfCbe9a534Rd+4RewceNGbN++Hc9+9rMBAP1+H7fddhuuueaaiV4rVXEOAZtJQBuIrOPmLeoPILo9YHAANpuD0AOIwROQ2WEw3hKrUlOczHMhhBByCGMr42G6Hpu2dg+HyA6H7B5WDhNlPRcmyjI3DU+mfH+1EBFJq4AX/16nLlzWrVuHk08+ubTtsMMOw1FHHRW3b926FVdffTVOPPFEnHjiibj66quxdu1aXHDBBQt6zVS8WAmX42JsES4a9F251mDeZUFnayH0IMbpmmgSLRQwhBBCDjWcSOkmyy0/6CvVRKVuuUmYCErG9I1UtADTqSpals6573znO7F//35ccsklsQHdl7/8Zaxbt26i50lDRVYWIaNaS+GGcBHgK4h8MlJpO0ULIYSQVYJoGAfL95fbgxStRUJFUdJ0Lq0kSgXLFENFwlprR++2sti3bx/Wr1+P592wB501RwAApBGQAyde1LyFGBiIAwNgvg88/gQwvx/2wOMwjz8Ce+BRmAN7YfY/AjN4HNB9WP8PaBEsFC6EEEIORRLREsbB6ngouodDZoe5MNHcesi5IyAPexIwdxjE2nXAXA+Y68H2Mti5DkwmYLIiVGSkkxrm8Uex461Pwt69e3HEEUcs6O3O9FxFAGCVhdACRlrfhA4wmYDSYX6EJFyUTLooZAbZPQxWD2BRT+otOSyqXBJGCCGEzDpxPqIwxvmQURo6AoLLUpRAy+7aopqoKUyUVBIF0ZKO1YtlSVv+LzVW2cptep8oT6VdmXQxzF2UZkUXSbkULYQQQg5tqm1A4vZq1CFMqFitIgqTKiaipejdUhYtQDFWL5aZdlyMdP8AQMLCAEDmvBOhfZKu9M3otIYYuGZ0MDmkyWH0ICo369sb15rOlXq7NJR+EUIIITOK1YM4zqWyIv6Ql0G0OLdFdNe6Ypes5yp2Q9O5rAObKZisqCYKosWUcl0WL15mWrgAxUEwEFG8iKD4MgloBTGQtbmLoutispJYiXMztAgWJukSQgg5FHAhocwvJwImGQejaOmu9VW5btJiZHPF3ES+DLrqtgTRkooVM6tVRdPCJrEyqywMBFTSjC4SnBdvaQmlYJXPd9FZDBs1QdFCCCHkUKRcAp3B6oHbXpuzr5JaITtF+oWv2rWy3No/5LJMKzyUMtvCRRnkmVMq0ghISOh4r4AwAkor19NFG8AYiEEPVmsIrQGdJ8/2hHtUUhZWjvM1iBuGjgghhMwSXpw00TT+halyotsytw6i2/ON5zL/rwP4MJHJCrdFZxZGmShipBElw2GhzLRwMdJCJcuAgYSENYA1opjQKUy8KKULFw3mIZQCumsAk8OGkFHDa9QEC8UKIYSQWaU6hulBOVxU/cHu/8nuWl9FpFynXFUk5VbnJTLShYhS0QKEnBez6I8w08IFAKwsDoKBhNQuhiakhfQHMooW5eJxIuvBDuYBrYsSaZ25xKTkJEYq60JSvBBCCJldrPHOSxjfWsa+0GyuaCfiS6BlUknkS6CBwm1JQ0RhnBZGTqUceqaFi5UGJjk4EgZ5BnSgYI3r5yK0gDA+Sdd0XE6LNhBzh7kHGRcuEiqD6T8BSHcyw0mtiRQ6LoQQQmYc94M9CRv5sc6aQTHu+RJoka2B6K4pz0vUdWEi28tgMxnDRDoz0JlFnunaGA2lS2bDQplp4WKUhSgdBAkJA6MEhFZDXRenFt0EUTEhSWWxHKwUNmoQKyyNJoQQMqtYPSiPbbryY10lbf1VqMStuC1Zp2g4F/u2uBBREC0mGaPlNEqKMOvCRRoouIMktfQHSEIYC6lss+sSSqPDP9OByNbAYj+EKU5i1cxqEioUL4QQQmYNWwkLVUVMqYrIh4hibkvitpRKoKVzW1wJtG9T4kVLOkav+j4uRhnYzIV6jDSFmovHXwEwEFoWFUZzSeIRUG73rzKgv9/d1yZK5IhDpmb6kBJCCDlUKFXOFogwjiWpEjWCw5Kt8Y3m6pVENqkk0pmNISKdaRhpfHKuFy9+jF71oaJAyFIuBY2kiCGjMK12rcJIKgjVceXRKncui+q4k02BQgghZJZpG6eCoBk2zqnEaZFhTqKW9v5JkzmbuCxBtFjlDAQjTWP17qTM9OhrpIFUiZpDIV6MKUJGpi3XpZsBRifOywEAawCVx7yXNhgmIoQQMpMkzeaaKEJEyokfpVxeyxC3xUggzzSMssiz3IeFyuOz0BJmtZdDW+kUXcmKkhK2MQFIwgWFJCTqPVuieFE5oNVoxyU8TqnROxFCCCHLjNVJi9YhY1wULLJTzEeUZcDcXBQt5UoiC911IaIgWrS/LSGN+7dIZlq4GFlUFVmlIbSKcbQgaKQUAJSrKw8ticOs0TKZCiDMcOkJwiY90cAYQoUhJEIIISuFJM+lOn61jm+xikiVx8cwZiaVRMVEijaOu2mTuerYvOpzXFyoSBfLfnsOoIMOcuSQRiLPNITuQGcWwrgqI2kUhA4JSr45DuDqzIPjYnIX1xvGmM4MIYQQctBJxyhTTtZtHN/C/kr5ZNykiqjFbTHKuIRc5URL3slhk7EZwVAA2PLfKp+5LMMB8vMWeUUnpUQfQBehkqgD6YVLLWQUko0GAwipCgEzJiMFDiGEELIM2OC6jJHaEPu0BLcliJZe14mWuQ50T0DP+WZzXY1BL0ee5dBZHkVLOjYHJFAPHy2AQ2a0TVsKA07UhPmzQ8jIJom6GKAIGbmOOc550cVBLcJFY6hUQgghZAXSNGa1jmupaElTKlQ5RAT4oTMJEbkwUSFayq3+yyJmMcz0CGylgem4zGjjbSnnlBiYhgRdYaQPEwkEWSKNqpdnaZ/3YtxzCjlEpTI5lxBCyCxQSs6tjF1hLAuCRfkqIt8htxoiGvRMTMh1oaIcOhu4xNyGcVlqBQNAqMULmJkWLkZq2GTuAys1hFHQ0kTnJaVoN9xBllYZSd/fJShLY4DBAEDmTnSWlZyYGmo6bYwJIYSQJWPoj3A/joUk3NAZN5Q+95xo0XOFaAkhokGvD50NkHcGvtW/G5fDmAy4ViUSYFVRmp1svQ2VHqhQLi18v5dqyEiE5jkGEAMkYSNTCBilnHiZRJzQhSGEELLcVKqGho5j0XGRpWXrf9hbJWIVEVAOEbn10HiuEC1AMSZbaQCtphIymmnhYqSGkAam0y9tLx2olDkA6CZuTHBdBCQ6wMB39QuiRZtCxEwKxQshhJDlIAiWScauVLiEyRMr4aG859r6D+by2LNFZzkGvXnozgBGaZjOIIqWQBiTjZJ0XKy0sJ1+Sd0FhDEQpkHZzYXHGrhJjZx4sVJASh82MhZioN0BNsadxGGhoioMHRFCCFkuFjpmxR4tAsgUrBIuPNQr5iIKoqXf65dEi86cYAl5p+mYHMNFHQCr3XGpEg5UOEhhm1ESwkhIJYG841oOD5SvORewxoWLwq0wrlmdAAUIIYSQGWSSH9DBmQmiRcliDiJ/l1XWN3ItmsyF6qGQhJuGh9Lx2Dku0xtPZ1q4mE4fQnZcqKiU72JgjbOmhKmrzhCL6wxCrA5QUkDJwnkRRgLaAsZ65aogzOSNc6ycxpRShBBCyHAWNUbVJk104SHXZM5gMKehOxr9uUHs1zLoHXCVRJ1BDBFZqWvjMYyE6QAyB7DqG9BJA+tFi5UaEIkFJV1fFmt0PJgupNQkZCzCoXAJSAJCA3IACCOATEJoi3i4R305KFYIIYQcZGoj05hjlVX+NhEsVhbhId0ti5ZBbx65Dw8F0WLaxmKr4lyAViqGikoIXVu30ndr8Ym6zrrKYqVROp+RVRbWuJItEU6mCYcbCH1fhLYLFibhy0EIIYRMC6FbBMqIsSodk4JoCeEhq4rwkJEWRlUazcV/uhQiah2LjfRuzCoXLqbTh5QdWOVDRdUDYgyscAdV5BkAN4+RUTqWZFllYFQHRlmogUJnoLzj4kJHwgTBAggDIKP4IIQQsoJYxLhU5LAUgkVnBkYiOi15pjGY6yPvuCZzujNA3jtQdlpax2EFGMB24Abg1V5VVD1YQppKuMjA+r4sFvAqsVKmpbLS3AmueY6C6rsZpUOnXZHkFYnFH3dCCCFkWUlFSzHLsxMsRtpSyXMQLYMoWJxosZ0BoAbNY7BVxTicA5CqNgYvhNkWLoHKARPhQAkNIX2wx0gAKsl3UaUGdUUjHQlhLKSyMBCQsL7jX+G8WBYbEUIImXGKOYcK0RJCQzYZF8McRNp3xi0l4SbjbtMYHF8EmIpoAWZcuFgvOoQ0EGoA4a0QIQyst0isNYBwTW9sbgCdQUsD2ze+VFrHqQP0IIMadNCRHehMQ2oBlStI7Z7LzSo9FaeLEEIIWTZMUuYMAEaZ6LIYaaLTYqSpVQ+lTovoDLxJYIaOwRYAcrjHLZKZFi4Qujhowh00GRWduzVGwQrpDh58fXmewXSBarVRoSwNhJboDFzui9TClUdngDQCGohihhBCCJkljCp+fUd3JSTf+gkTjTRx/qFhoiWYBuXxFwA0TOipJgHYIqF3scy4cPHqzh+IcNBEkoQSuvcDgA2hI2lgrfbzMKhakzpjJCQAE3vASEj4eRh8UzojtZ9lmhBCCJkdwnxDQUSkoiX8gA8zPVerh9KclqppICoJoGH8tdaHjZBN5f3PtnCRGkINIGUeD5oUuqL6nOtirIIWBtZKGF9pZIWOCbuhVbHOM6hOBmmUv5WQRkJoGWeXTt0WOcVugIQQQshSkRaiBNel3AXX5bKEWZ6d09J3zeU6A1cME1wWaeLYq6QL/zSNvXEZHcBHSBbLTAuXEFMLoqWj+pD+oCh/q62CVBrGJwhZn1kbVWReCBeZd+N9apDBSI1OnsFoBSmlCxEZCZ0BohIqGkfAmClYZIQQQkhgIWOPTURLuLXK/ZBPJ0uslTt70SJVDuVDRMEskEKXxl335pLXtBI29hVZHDMtXJxycx9BJipOCV1aD3RUH7nuQqkBtM7cQZTSZSlJFWeZljmgM0ANMuSdAaTPkBZauYZ1xiX7pl8YrShKCCGEHFwmHXtKrksiWIzP90xneA6VQ1XREsNDFdHSNO4aqLg/ADagE9JAqQGUHKCj+vHAqUT5AU79Zf5WCue+CGFg1QBa5zBqAKsHQJ45tZlnbgruTubnO1Iu/0WrOFGUTCwwt86QESGEkJVJWbCETrdOqJRyWKRpdFlCaEipQYxuDBtzAUD621x3YaWEVflUIg+zLVyEjaGicAC7sl86gIBzYArrqh/DRqY0i3QIHWW+74uB9uEj4SdsDIlMwkhoDCB18XjttxNCCCEriWolTzGbc1mwhORbK3XRVK4SGuqoPjLZLwmWYWOuEa7lSDAMmOMi3KzNsqL6lKznuShoaKOgrULfdJHJPgboxufSLjYEwE8GJTQEum4Gaj/LdCFg3K1OhIx7wek01yGEEEKmSSpe0rmFqg3lJhEtXenSK5RsyG/xL6f9+CyFhkYWq4AXw0wLFyk1OspGwdKVfXRVHwo5Oqmq81XLuVDQ6KBr++hrL15MF9r2kcuuqzySPnRkpAsfGeU6AFoXMgpde4R3a0QlZEQIIYSsREqTIQLl2ZzD1DkNFUNSamTSiZY43vqxFkBtvM2tgladQsQAMFa5/FIxYsbqMZhp4eKSg2zhtkgdRUtQfx2RI7fFx+xAI4cCFKBNOQ5n0tbEQjolqrNiviOhAQU/sYNvaGeGuyxVYTOtlseEEEJWNxOPL9KU90sFi2/ZH5JvlRpACh3zRzPZd6kY3l0ZNdbCAhCIQie4LtVeLwthpoWL9FVFaZytE28L1yXc5lYlB3YeWrllXREuUmhok/muuwZGd4qJooBCxACFkGnDDD9JFDKEEELGRVRyM1OGjieVCYhDdU8QLKnLkrYXCS5LEC1dMV8aZwGUxto8HQ8toKSCsm7/fJGfPTDbwkVqZNLEEFFPzKMnw0HN0UGDcIE7qNp2cMD00BPzyK1C3/agjct/0VZhYFzoyBgF01GucZ1xt7EXTDHZQ+P7s8bPz0AIIYRMgVFjSmsOSToZIlAqUU5DQiGCEQWLd1x6Yr5kCrSNsUoodKwXMKYHYB5aKGSyD60UcrXKQ0XuALsEFoU8cVzcAe0kijDQgT+gApiTKB/cBgdGCxUFjAidd73iLU0ilRAEjWCyLiGEkGWgScCkkyCmU+SEfizVxNuqwzIn50vjK4DGMfaAX869A6OkBkzosbbahQsMlHAZzUGkhIM6J+ejGgS8heXXc+FCRjm0U4dC44DpQVsNpXL0bS+Wc/W985IKGCUHtU68aWk1WBVNCCFkhZC24g9CJWyv9mNJ81hSl6Xnx9Qw1ja5LW6cVZgDcABAR7ixU8M93+LnhXbMtnARGkoAXR8i6sl5zIk+5rxC7LRVF3nHJUcnho96ooccyoeQ+tBSucxouMzoUEod/gXhUs2aJoQQQlYK1a7yYVtYTtuIVPNXUrGSjqtApZIIiNVEOTrRJIg/4g2glRs7Bys1VPSv//qveNe73oW//du/xf79+/GMZzwDH/3oR3HaaacBAKy1uOqqq3DzzTdjz549OP3003HjjTfipJNOmuh13MFOEoOQJAt50RJVYXBbUKjCkPUMC8zJeeS2gwMoQkjKdjBv/D4S0eoK4gUoVyRVm/BoChlCCCEHkeo4BNTFS0m0VKqEqnmic6nTUhlXgaRSF4jjKYQfg62CFhrzLe9roUxduOzZswfPf/7z8aIXvQh/+7d/i6OPPhr/7//9PzzpSU+K+1x77bW47rrr8PGPfxzPeMYz8L73vQ9nn3027rvvPqxbt27s11LecQm5LeGABmU4h37cD3AHWPkD3Imui/KhI4UD6MWSruDEhHVt3X4AogsDFCXVVZESphkghBBCDiZNnWzjctIsLi1pTpNu50Q/hoOqgqUDXRpTc7gGr4AbV3OhcMACnWgSuPxTZd3tNDIppi5crrnmGhx77LH42Mc+Frcdf/zxcdlai+uvvx5XXHEFzjvvPADALbfcgg0bNuDWW2/FxRdfPPZrOZVonaUl5jEX//XRE/14kJtclyhavJDJhcKc7bttwe6yCrl8oiRktF8G4ASNLARL3uCw6NmOxhFCCJkRQkO4lI6oh4qaKoPanJUgVKrjKVB2W4IJEMyBFC3dj/2u6qM/BeUy9VH185//PH7zN38Tr3zlK3HbbbfhaU97Gi655BJcdNFFAICdO3di165d2LJlS3xMr9fDWWedhR07djQKl/n5eczPz8f1ffv2AQhJuTa6LQBq4aH0QCvUraqyzdUvKcbU9gLcsjvZTsCkNeu57dRbHgOlk0wIIYQcDKquS9pzRcWUinKybVW0DDMAmsbTgEYRAYEFlMhXdqjohz/8IT784Q/jsssuwx/90R/hW9/6Ft761rei1+vhda97HXbt2gUA2LBhQ+lxGzZswAMPPND4nNu2bcNVV11V2y6FgRLGqUaRuxCRV4dzcAe8hz46ftKE4kC73GYX1ZPoxWUfNoJCT/RjeKjmwqAQK6nLkqMaLqLbQggh5OCiGkqUgbRRXKWkueKwNAkWV6pSHUsBnWzrQOEAuoDoA9aNiXO+V1rHixclsGimPrIaY/Dc5z4XV199NQDg2c9+Nu699158+MMfxute97q4nxDld2+trW0LXH755bjsssvi+r59+3Dsscf6+JzxlUR9l1gk+piD+9fDIB5s5f9V0ZAIUbccMooZnYiYIGjSPJcgZtxycRibwkVVQUMIIYRMkyZ3Pw0TVauB2sJALhc0jJth32L8rI6jYQxVkND+MfPouvQL9JGjE6MiPTGP/WLxsmPqwmXTpk345V/+5dK2X/qlX8L/+l//CwCwceNGAMCuXbuwadOmuM/u3btrLkyg1+uh1+s13lc+MeUD77YVokXZho6Cwp2IcVKGOsIl94ZQUKhOik3t4OdrqBxWhosIIYQcTDpJvksqVsKtEvWUiqpoqQqWtjE0JfdjaQfahYyQxx5rgEvxWPxnmzLPf/7zcd9995W2ff/738fTn/50AMAJJ5yAjRs3Yvv27Xj2s58NAOj3+7jttttwzTXXTPRaPd+SOA0TRasLA3Rg0EUOZYNwcfXj4URoSMD6vBQhonjRQkYVWXVhAEQnBijclFhx1FICTdeFEELIUtD241hVftiH25KAGSFU0rEzbAdQjJf+h78WznVJyYX7Yd+xhbsjxeKzc6cuXP7wD/8QZ555Jq6++mqcf/75+Na3voWbb74ZN998MwAXItq6dSuuvvpqnHjiiTjxxBNx9dVXY+3atbjgggsme/Mix5wYuDARijBRDwP0kKNrcygYdK2GtBbKz/JQVY1aSMACGgJGCL8so5gJQgZAFDNuWcXlsB6b3I0QKhQyhBBCFsooJz+9P41AhPVOKlAaRIqCKY2bQHns1F6AaOvGTW0l+qIYAzVcqCikXRwQPczJeTw+hUYhUxcuv/qrv4rPfe5zuPzyy/Enf/InOOGEE3D99dfjNa95Tdznne98J/bv349LLrkkNqD78pe/PFEPlypt1UOpUnTrflKp0mZ/MoSEshYaAhAGsBIQ7oQGAeOevwgt+WbGtffTtj19v4QQQsg0qVb7VBNqmwRLXLc2Cha3zbaMmUA6bsICWhTP2fg+xLTmhgaEtXbmJjDet28f1q9fj7N3vxtPeXIfT5KP4jCxH4djPw7DAazFPLo2R9dqZNb1esmMOykyui7F8+kkRmcgoH2SsBEhbBTW03BSObQUn6tilU2n3Q4hhBAymjR5trRsy8m1bSIlCJR0vHTrxWuEMTOMl0YAfaFghEBfKOwXXcyjgycwh8ewBo/bNXjErMMjZh327lG4feNV2Lt3L4444ogFfcaZrtdNS7ZciChUEpkoWrpWIzPuBCgLKGOTE1N+PncyLEywuqSA9rNppifI7RvCRYWoic9TFS8t1VKEEELINKhGF4BCpKTixO1buCjhcWGMBMrjpNu//LxawI+FFloKDISAFBoD6dIqush9zkuS+Cs05kQfj4sVGCo62FTnTQBQxOpQFinhZISTIGsnuiIwjIWCEzAQ1jXSsU6ISGvciQvhoxBiAlxRWCJWSkqVDgwhhJAp0NTiAyiPbU05KuMIlvZxEgCKqER4jjD+ubFXQMGgA5MkAk8vVDTTwiV0+Qt16D0M0EUek3EzY5BZg652JyMz7gRJf67rk1S6DdEG8xpDC+uFiE2Uphc0MLVQU8pC3BZDg4YQQlY99byS0aTOS1OoRxkbn7sqTtLxMX1MSoxMSO+8GGAgASjj0l4kSq7LPDL0RB8H0PVl0SuwquhgEuZbSDvkBrfFhYqcaMmMEy3S+BNjAWXE0C9FIU6sXy9ETSpo3H1JmEiUn3ShIsSJIkIIIauRIDAmoTqmpcIjFSdA+Qd8dFn8gDVqbNTSAl6wGJnMj+PFi5YaWjjXpYeBEy1Jw7vFMtPCJY2fuXUTk41kVJIVNZmIFtnssvkH+hvt81qSM6m0EzASTsQoa6PrEnYLYqYtCXgUUs9czjQhhJBloMkZKYWLGsSK28evVwTLyLHRCGjpQ0wGkMJCWgFlgYEIib4WyueIpnku06ionWnh0hGm1HAuOC1lt8Ui00Bm3MnpaEBZAWmKkyNtXVGYxDlxDouoOy0y7Fs8TkeBY2v3DWMSUUMIIWT10CRMmqg5LskAVBUlyo97cRxMxMqwMdFIFGEiCQxUeczTwsBYuHkErUFPDDCPzKV02BwdsfgeZrMtXJL8lg4MujaPbouyXqz420w7sRJupRVQqXipKQzhLTBHFC1BxNSETVhuDxtVMczTJYQQMiHDHBFVER3DhIlquq/h13YIBxkJQLtxMFdAEc0qxIvRgIGFFgZ9EQplEsdlCv1cZlu4iPK8REBiURnrREwp0aguWsJJavoiSFO4LNK4k+duAeWTcLUEpC7UaLgfAGSSqNskUhR70BFCCFkkzeNXspyImapYSYVKmyAqxkLvqsjk8QJQwv2YH4T9Y9m1BQRiddG0Gq/OtnBB4rb4aiJlDTLrE3J9iKg3EMi0QEc7wdLJRRQt0romuUCz0gSQOC8CNnVXRHp/u0gxC0kNb3geQgghhzZD80uGPq4+frU5KWFIEiOcFqAYv6x0uZvpD/hBVBBuDHQVuE7YZMZAS42uzTEvOkVahxg0vs4kzLRwCfaTgvYd/3yYyLstyrrQkLJOtGS5Ozmd3AkWlRdui2iwzAKmUuFTEi8+dOSWbct+5cez3JkQQshiGPZ7uE2QpOObqIx1zWOfiy6EsSzmtygkDkwx/mUGMMZCa2Ag3DxHaT+XaVQUATMuXAKlGS2THJdQOZRaYi5U5E5aVbCIFkWhkhNqfRkY4E+qCduLL0h0SipfhCBsOL0iIYSQaTHKbSkLmfJ+beMe4Ma3MOYZGYpthd/mxlNlnMsiDUqDW6mHTDIYTqMR3UwLFyVc/5YwOZSrJgpOi3NbQoio13dOi9IuVCSMc1ykdid1mONSRtRCOHbEOgAY5R5LCCGETBPZYmSICR2WKiGiYKUPFSknZKQRyDv1FAkjXb6nFi5JdyAMukKjL1w/l5Cgu1hmWrh0vAVV9G8pwkSp2+JCRKiJFjVInRenDsPJrZ7kFDlSuLTFChf6SQkhhJA6bQJEVBrYVce0YWNcGNOkX7bS/WAXBtCZgMqTpnO+ArejhRcurkQ6TCvg0jZMUgG86oVLcQDcwSl3BlRWQFrhQ0ROTFSdliBaUtclqfGCSBrBWVU8R/HCovYFsA3BRyvLISdCCCFkGjSJkEZh0tCNd+gYF3+EW0gIGABq4MSLMM55CQ4MktBQNWwUYFURXHKugstaVnAzQMdqIi3QyZ3bEkJEWV9Ep0XlgMydYIGxELq8HGlru9ziqoQTP+7+hBBCyKJpGatEUxf2McY1q0RctxKwmYSUgOm4H+tSF45LR7gcTiNcY7pMuml2Mp/CMbA6NoxVdFxcKTTgZ4T27f1jmCi4LbYoga6KFjEwZcGSCpdJ5orwJ7ha6dUqZIY8ByGEEAJgonGoUaRM+BxxHDJOuFglICCAgQGUcAm6HQHroxdW2piGMei4iIcyKPqp+bBTaES36ucqAhATcwGX35KGiVQMBYV/wt82iJaBicIFAKArt2O9mbrwEIPm7YQQQsjUaBurJh3DtAWUCwVBiihgkEkA1qdHWAhTpFzEh5tyzk2cCymp/O1Uy20XwEwLFxcqcgckM4XTEsJE0gAd7auJYojIQuZetOSJYBkYQFt3sqqiZTETHi5EtFDoEELI6mah4840xislACVgpYDwyzAWQjqnBd4EyCGgVBFOMrlrPtfRbo7AgQQy32NNWRPDRYtlpoVLUG7p7M+qEiYKbovULkQUHZYm0eJvAQDawsblikKsfjHGERqKJUWEEEKWgOoY1bjPiHFLSTcOpq6Lco5LSM21mfTpFACk74umAd0pil2AUBhj/dgsoMIUAEzOdShrYmIuAF+CVXTEDU3n0hCRHPhk3CbREgSLNo2Oix1TzYqamBnxxaLLQgghpIkFuCjjjFWlccrnWVglChHTDS3njBMvMnR2FbBhPM2d66I7iA3pgDAztfWGQtIkdrU7LiFMFBJzM2OhvFDJchcmcgm5wifk+hCR/4cD2oWG+ga2bwqxkogXWxEvdhxlOwRB54UQQsiUWMyYVBqPgsMCAEpCKAGrZVwWflwUxuWCSignYGQR0TDSJel2lMVAuQpfpVyCrrIWPZGjM4Xe8bMvXJLEXCBt81+uRw8HO4SK3LITLUgcliBgrLZlsVJRr+M6Lynui8ApoQkhhEyHhYxFQGU8UgLQcE6LEoXD0jdA13dx0RZCefEiLWwypgpvGABpqkYxJgPltv+LZaaFSyC6V5X5GNL5iIRxpWIxr6WfuCt97VyXsKxtSazYsI4hX5KF5L0QQggh02bM8Sg4LNF5UdYn5sq4LAAnXvq+wb8UgCrSLYpq3SBekjmKbPgXclwMQ0VFqMjGAxTmJwqzQIcwkciLhFyEUFHfwO7PC5elb2DT2xg2KouWqnixk9TIewR7thBCCFkA0xhzCtGSiBcfLhI+PISucg6LVhBdG+eCtv753L4WyjemUznQ6QhkuUWuBOZ9gq5E0fqf5dAwsaIIaJ/muzpnQymPxRNclSbRYpN90y/MQi26xT6WEEIImYQw5gShYkN5c6gkgoGIZS4GgAS02+ZSKYSvXpIQxoWKqq5LlVKCLqY35s22cLG+HBo2CpgwsaK0aeO5IkwU3RZtgb52QqWv/b+642K1O0FVt8UkCVELUb+EEELIwaLquEgfHhJKOOGhnXsifKjIKuu65HYB9BH3tX1TlEwn8/ylqRmumrdoU+JuTakR3WKYaeECOBWXholCYq4KTed87xaR+/LnJK+lKlpMWNYWZlAIF6NNs3gpuS/L8vEJIYSQoYikkEd6AWP8rL9CCQgpIEP1kBIQ0kB2JYy2EFpCdv0TKOPyXFTSmE4KIHNjrRkIdDrAILOQVqCjbVEirfw0AKtduIRS6Cq1ab6DwAiVREnFEJKQUAgfpf9S0VIVLEGs0HEhhBCyUrGmcFy0tk7IGBtFDAAYGEgU5dFuvHMhIqutEyw+VGR1YgQgzJFUPFdttmjbnsqxEGZauASUsUmISMSmc24eBVuEiUo9WrzrooPT4m6D06L7uiRYjLGwuhAphXgpzoaZXrUXIYQQsmhkpXWYUALInfNipc8BHfj1roXQIoaRpC+DdikU2jksMVQkG8NFwqdquIkWRawoAsBQEeBsp6DklE0mVqzmt/gcF4Qy6BgeCuGiQrSYvoEeuHCRHpgoVowJAsa9dtgWSEULHRhCCCHLSS2nRYZbEe+X0gmZIGKM0VHAlB4Ln66bVCJZZVxn3YGbCqCe51Lkm6Yl0dNgpoVLE2mYKBzIECqqVReh6DqYhobCOlAXLanj0iZW6LwQQghZTmSlisfEUI4vZEFRR+RriAAIQLrxz0gDoQWsdI6Lqy5qqNCNL2Bj41egIVwUSqJXu+Mikx4uaQO6VO3Bh4pgijBRcFmsbzpn0rCQsd51cct6YKJgCWKlEC+g60IIIWRF0ey2uJwW7deNBKS0bgZoA1gZyqJl7Ud+qCayShat/7WJ4aI49x/KjehcYq6Iky1Oi9kWLmljGxMmVgyzQouY34K0tX9f+5b+Jsbt0hBREC06L8SLMRY6tyWhUhUw6S0AmCG2GB0ZQgghi6Gau1K6T5T303HZRlEjpRMyYVunE3qxGO+W+HYjSsIM/KCVVBO5BnU2TlIsMgmZW8hY3etzTpMGsa4KeJU7LlVq1URVUlur0oAOQJGEa8oVRFWhUTgwxTpQFiujxImmI0MIIWQBKCmGjzFpCU/4US/duCThhIqJ7fmF63xrXN8Wq1FSPka7kBGy5pcSxk6xtdx4zLRwSXu4hPMUlZ6uNJ8zaTVR0RnX+OWQkGt1IVZ0bkpOSypYjHFCJXx5dMV9CYzSJ4YChhBCyBiExNp8SOf1qtsCWCjpJlGUssg9kRIuIdc7N1bCKYIciJ1zE9clzOVnlIDyUwGEMFExcXHajM6/jh+TlbG+Cd3iQ0YzLVyqhFJooJgVOhzQMAN0bO0f/hlf+qxtKUSUipY8dy5MnhdiJRUqsU1Mi3iZtLs/Q0mEEEJq4aAhg0l1HkUp4cWKQK4tpCgLGZcX6kJFpddKxIuQCla6ohUxEH5GaSdgRDdMBVDkuQBJjqkviV4KDinhEgiipWnuBOjmI5l2xS2HgcrrKcNES/X7RTFCCCFkEsYdN2Sl4EeJ9LEhHCEAUwgUYwDpG+JaYwEfPhLJPi6PU7QXm9QGunoSbujlEqIi0yiLnmnhoqxxGcvRiipCRlG8JG3+S83nfJjI9E2SgGtiWMg5LEVSbq4LpyUIlhhSiuLF3ab5K03nu0U7EUIIIWOhUjfGZ9+GMNEALg8GKMZEZVx4SFrnwHS8aAnOC2ATt8XP/mxcJEKopHt80lm+NL76wa5a3Zsyre65My1c2khLoQGUhAuA4uAbZ4G5PJey25LnRS5LEC2D3NYESylsFF4uJuuW39e4gmXS0BIhhJBDj2r4J2XgxYqqhJOCeDG2LCSMDw8FAZNDuIRcCWQdIM8L8SJ9jqeU0vdxcWOlNDKmWaTjaUjQDfmkIua3uMkW0yZ0crX3cQHKXXMbq4pq6iEc7PLOaWO5sJyGiEouSiJaqi+jTfklq2JlKUQJw1CEELKyGVa+3Mao8UKJ8hijZDL+hO3SiRkdwjgx59aFhyTKYaMUYwAFX3Fkmitxg7YSlfuqDeimyUwLlybbyWU0+wTdmCxUniTR6mLm56KxXFItlP6z1jktabgocVqMLcRK+AKVmgkmX6q2LyEdFkIIOcRZ5A/MJvdlUNk+0IVAUtF5Kbsw0jj3xVU3W+RIBUaxLKRzS4xx8xdVJyB23XRRUk4hRUNqLCkzLVwCadfcQOj8V1WBQbS45XACijBRbPFfETIxXKSHC5Zqcm6tQ3LLl5fihRBCSBNKFE3kavfJyn5+LkQDn7Tr11WccAgxiTaIFyOKEmljfCfd0AJE25JSCKkWoVIXUKUcl7Qopsg/FUnD2MUfj5kXLio5COk8CQshrQwKbksaIhomLoaJloWGiyhmCCFkddHkrDSNBWG/ML6olsqi4MDotDWLdCEgbQsdU41kFWEixKasRhsoNMSU4oOKNzCyIewimGnhohpOpjQi2lRR+QVlGBKKdHES6uXPxW3VbQnhoYEunJYYNrLllwrLQMPyiBNKwUIIIaubYYm5QD0pN4yHwZ0J9yvrmufKkuMCABYZBAYAMu+6GOP3jREHEXNcAjEHtFpZlNDYimSKzLRwGUapAV0DTXXpaSl0cFtMIkzieoNoaRIsTY5LkyihUCGEEJIyzGUBihBQJDgr1m835e2oOC4wgBQuZGSE66CrTREuUkBMn0CoQIqipUGZJA3oUsJ8RdPkkBUuk5BWErXv425HhX2anJfqfqNCToQQQkjVdamGgsJ6Wl2Uhozi9op4CcEeY9Ea+GmrVq1WFg0jrSxqipAslJkWLiHRJ21CV4qrVfq4pNnQAGIibqCakBscmDa3ZaCTKNSQUFFroi5zXQghhHiGCZXqPiVxki4HJ0ZW3JdEvGh/f3BdZKggSsJFIb/FmKKIJcXqNNxQLoYJ8xXV3rt1cwwulqkLlzzPceWVV+Iv//IvsWvXLmzatAmvf/3r8cd//MeQPkvIWourrroKN998M/bs2YPTTz8dN954I0466aSpvIdJ42thVuhAm9Jsqh4q3d8gYtLbYctt5BQthBBCRhAETBQyppKwG9yW5H6pENMh0nBRR4kYIkpJK3KXkwW0xBnONddcg4985CO44YYb8M///M+49tpr8cEPfhB/9md/Fve59tprcd111+GGG27AHXfcgY0bN+Lss8/Go48+Ou2300rTgW+djygN+VTCPyXR2RAaKjkxDcuB3Db/I4QQsjoYZxyojh9tP5SrY1J1/1lm6o7LN77xDfzu7/4ufvu3fxsAcPzxx+NTn/oUvv3tbwNwbsv111+PK664Aueddx4A4JZbbsGGDRtw66234uKLL57K+yhVFA2hZn955yWEhgIhTAQ0VBE1hYuGuC5NX8Rx0XbxU4ITQghZfpQY7+IfQz4TPXfhrKRhIqX8j3EZQjchKVdEQeCmCxC+Maso/XhvdVvC9ganZtpM3XF5wQtegP/7f/8vvv/97wMAvvOd7+DrX/86/t2/+3cAgJ07d2LXrl3YsmVLfEyv18NZZ52FHTt2ND7n/Pw89u3bV/q3XIyjZttES6qeK6FBv02M/EcIIeTQYJJrfnXMqI4n1dth+qKtPYcZUqQyqoDlYDJ1x+Vd73oX9u7di2c+85lQSkFrjfe///34vd/7PQDArl27AAAbNmwoPW7Dhg144IEHGp9z27ZtuOqqq6b9Vg8K6Zesuq1YH0+QMHRECCGHFp0Rl/8wPqTuTOrA5NY9R5rfUiqbDvkuDeVD2tTnKEp7mQ1pNbesTF24fOYzn8EnP/lJ3HrrrTjppJNwzz33YOvWrdi8eTMuvPDCuJ8QlaQfa2vbApdffjkuu+yyuL5v3z4ce+yx037rEWPLXxBt7NDS5obk6poyrj+u/lmnIUwOhfglIYQcKowK8Yy67ndiFVHxRErYUiVRVby4/cuvH9cneO/TQCUVv8pYqCn0dJm6cPnP//k/493vfjde/epXAwBOOeUUPPDAA9i2bRsuvPBCbNy4EQBixVFg9+7dNRcm0Ov10Ov1pv1WR1K1zcZt3T9KPFRFy6gvLsUIIYTMJuNev9sEThgfOiUXRUQHJoiVIF7SbY3vJ8lzaXJhZoGp57g88cQTsew5oJSC8f7TCSecgI0bN2L79u3x/n6/j9tuuw1nnnnmtN/OopCyfOarLZbHocltGZdhcUpCCCGHDqOu90wVKJi64/I7v/M7eP/734/jjjsOJ510Eu6++25cd911eOMb3wjAhYi2bt2Kq6++GieeeCJOPPFEXH311Vi7di0uuOCCqb0PG0TGpKnYAKRIuv0JN3X4tBjHbaFYIYSQ1Uk1xJNSdlVEY1XSqAqk8ANctvwQly33C/9DXrQ9edhe+cGvp26PLIFw+bM/+zO85z3vwSWXXILdu3dj8+bNuPjii/Ff/st/ifu8853vxP79+3HJJZfEBnRf/vKXsW7dumm/nVbCwRdjWmVKAqZSOp12LFwIFC2EEEKaWEgJ9LQJUYc2kbNcCGunPPvRQWDfvn1Yv349PrP7OdgwJ7BuXuCwAwKH7ZdYs1+iu1+g+4SFelxDPpFDPJ7D7u3DPDZw//bnyB8fYPD4APkBjXzeIJ83GPQN+n2LQd8i1xbzA4s8d7NBD7S77WsXG+wnk033dWHztSXntiXmUrwQQgip0iRa0jyX1G0J+3ZEsaxE5Z/vmttV7jZTbln65awj0MsEOn65mwlkXYms6247PYXOnER2WIbOYR3INR2ow7uQh2cQ67uwh3Vg13agD+9gMCcwf5jFgTUWj681eHzO4LGexRMdgZ/tt3jdU+7E3r17ccQRRyzo2KwwHTVlZOksQ/h/ASGb5Wy0yhruTr8UcZssf0GaUC1fuKZSuFHPRQgh5NCk7drfVjadipZhz6HEkPFLitI2KURtfBSqHCYS6cDnsX7ZtigL3TLmTsohJ1zMhJ+omoBbvz9ZXkDnwnEYVsdP8UIIIauDca/343bcTd2Wsd9DMtCF8a8sWJZ/UJrp2aGrpKIlKj7ZLD1F6eS4dSEFpLTQqAgW6WrQdbKutf8ymHpoJ62bT5sElbeHUja3sZPsV2Uh3xOGmwghZHmY1tje7Mg3h4jC+qjE3NR1keGf9P9Cfm1p/KtHKURVCSUvHMbeVtdFLN4vOWSESypajE+4LR0454fFgyuUgFQSRpWbs0gvXqD9ibQCylgYKWCsn7/Iz6QJODETphBHMnt0k3gB2gWMWxdD3ZdJyuFWgCgmhBAyglGdc5vclSbBUr2t5raUBIsshsSUIGDCcvGDXkQBk1YXiapSkmXxYqSFGdMdmoRDRrgsBndivJPit6Ul0cNocl3SaqNq5VFHFAKkep/rhtj+LZ6WqCGEEHJwGSVQmhgmWtofM/q+co6L8GKmHiJa0IscBGZeuBghoGUxG6XxyzYoP++HBWUolExKocvJusFtCSEjJd3smM558W2LvbsSZ91Es+sSaJo3Ig0L1c//+AokFTkL+aMghBBycBk3P8XtW99WTcKt3paW08IRWbgtQBEmKr2eFP5HexgPE+fFRylE7QXCE1fdluJ5zZTHp5kWLqYydXYhWvytajozhXgRPtclZkvnhWixMon7VcJFMGWh0lWuJBoAlCqLmrqr0u7GTEpb8yFCCCHLz2KNieoP0qZKoeptXG4RLSW9IQUy5bZ3FEpCxS2HatzyD31RMQEAZxJE0eLTNVLxooX7Nw1mWrikDK0maqgvdslFTm2E+J2L3RUjf1O4SArvsPgE3fgSE4SMRoWSAgsJ/zC3hRBCZpdRZc9ty60tOupVy7Xf89Xq2mGhompVkVBFhONgcUgIl9SGSm0q1XAwS6pRFgm6aZ6LlAJGAlJaZB0XLup0gogpXJeuAvpAER5KQkWp8xLEyTDxArRXJ1Whq0IIIbPN+KXP7es1x0UW61XREtyWTLntmUrGPFGEiaLTUknMFdF9kY09XCCFd13StA03FmuZFKFg8SJn5oVLaj2ZRLTEkqw087lyJkXpn680kgKq42aGthKQRiDrAIO8yHXJ4EWMFy9aIGb1BsGiKwJGwc/KOUSwVHNh2qCrQgghhy5t1/hG0SIr66IuYKqiJZRAuzBR+qMdUB233vG3pfwWWR47Sy/iceNvEC3FQGbE9AaumRYuqWjRwrshDe5LJAkPtTXRCeEiKQV0Q6KsEs5UCSGjgBwSKoq3shAvwHDHZZg4oeNCCCGzzzg/Qpv2GSZa0n2qeS3xvrSCqOK2pDSFhWpvxG+r5pQ2JelOi5kWLoEgYMIslFZWGtAlKrFIzpWQXQUzMNEOUx0JqzWkf7xKwkOBHBYZ4Le5vi5SAMq69yEtoEzynmzZaVGq2J7O75gKmsbPOKaoIYQQMluMuqY39XurLje5LHE9uCtBpPj1jiq7LcVYWISJVCYgMwnZTYpauqrI8K28ISvL0Q+gSOeoFtQslJkXLvGApA1vkrIsK+sl0amIkZmE7EvYroUxGkI5AWOMgfQnQErryqEl0IGI4kVKgUFui9wWf6uUEzAmCJaKo1IVKamgSSmJlSkeM0IIISuTccJEQMVBSRyXqmCRpduiiiiEiLKOQEc5sdLpCB8qcoKlGiZK81tKDei8QZB2zY1NWkOX+DBWTyFkNPPCJcWIpJ+LQjnTuVRRJEpBIKEEMHDLIUQUXJd4awSUhO/r4hJ2AW+5mbJ40Um5tGlIzg1fOJ2UTKc05bwQQghZXTSGiVoECzBatBRdcUXc1kTRHbfhvsqbsjEptxLtQBEFmTYzLVyMcLNNurbCfpt0ros7eP6AZhJi4BVEVwF9A9FVEH0dVaPKFKy2sNpAZU51pK5Lp1OIIm3csjTudZ2QAaQoQkdAET4CnAMDABmcmHEb3U1bzgpzWQghZHUx7AdrqYinScAEYdIgWIIbE0RLFpJwK25LSMpVHen29WEi2ZUQ3cJtQTctWSoqiowqxmHAVxVF94WhooiuiJaii26iKCt5LlYJyK4TK1JbWG29gBGwxjWx6yQF9XnuQkadGKOzMMKXTbcIGIWyiKm+X8CJkzZRWplGiRBCyCHOsB4qbeEi2ShcRMmBCSJF+nExLnfqeS4qkxAKTrBUwkSi6F4XhYttUFtGIs5TZGSa57J4G2amhUs6y2Ta9j8kB0XbKua8CLfH0IqiovwrdIALJzRYYE5I+uRcXX4O6Z0e+FBSPEdehJhKqKjprQSnZeR8EYQQQg5JWnNdknGhlA1RES3p8wSnJT5OVm/Tni3FNqA+NQ5UpRQ6eTOhFDotg06ZVuv/mRYugHMvjO9wa2Sh7NJ4W0jQLSXndl2DFakt4B0XALBh+mdI58JIAZ0X1ocIAsR/GUKJszFOlBjvvmRKRAFijMvg1qY4mca6baXP4p87W5pDRQghZMaoVhQBVcHiVlJ3JayHsFBYzzppkznE0JCQRahIZRIyE5BdCZUpyMxXE/lQUazO7UqX35LJmJibmgauUMandPi0DmA64aKZFi46NIJDODi2yHnxsbaQOBRCRehKoC8hlCmJGdmVsMbGXBdhLFQmgYFxSb7+SOW5myVRGgtjRBQwxjhhEsJHgAshhfcGlBWvaQgDVcUNIYSQ1Utb8mxTfkvYHsaZ0GQuPI/rkCvQ6RRzEbWJFpXJpFOu+6FfDhMVJkAqWqJ4EYhGQqlrrmhQYQtgpoULEOrCRwz2XryE8yt8TK50izSTWkBqdzKEEs5lMTaebMDCQEDCRgESQ0S+o254XUewXoq3FKcEqL5VnydDCCFkddOWLtCWpFt1WFI3Jm0wVxI4shj7Sq+dTEYMIOmDJmr9W5pyXKpMa4JFYMaFixEizjipg8IT3m3xlUW6IyBzOPGSSUBbiL6J9WKiq2JyrkQIFcVXQKhzllJC+7b/xgjo3IkWIQHrQ0VQ7j5jvdPiBUgIAVUFyShzxdB9IYSQVUV1wsPa/ZW7S+5LRajEZVme8blIyhU+Gdf1L1NpiKgrXZioqyC7yrkuXQX4kFEMEflb3SlXFGnpoiDGp3MYCGgI6NWenBuItpRAUg4tSgm6NqhKHy4SuphUKFQYGW0hs6pYcOJFw0ABEEYAufHhIp/bYlzuizWFsDEGkAow1sYvYlW4jAwLqebHEUIIObQYtxijGj4qOS4VsQLUBUu6rjoiNl0N8/XFEJF042LaaC66LUk1UTlMZJPcFhtLoafptgAzLlxMOh1zA0UXP3+Ak3BRxMftrJ/GWSgBocvVRcJYSCNCyq5vbFeEi2KIKJRDIwgYQKII/QQhE2gTNA1vkRBCyCqmSdjIJNG1WikkUvelQbTErrjSTTIs0y65pRCRLLUSKU1anHSpB8oTHDfhoiR0XGITOpeY68JEgw7QyS2UFNCZhcwFZEcAgyRcpC2glRMyWkL6QxGCQwAgBkVsz0jjKoYGFkK50JLxLovxibpAWA+CJKkiiuKk2G/izzqB88JSakIIWR4mdcknvV5Xc1KqeS5hW1W8BOESBUto7a9coznlHRaZScg1HR8ikkmYyIWKQjVR/CcFdFYk5uYdi7xTjoZMq/kcMOPCRXv1poVxMTRhi1miZdGMrjFcFMq5tPHWl3UnyK8LZSGMgOoq6L6G7Eqgb4AMENo1qBPGwmoXPpJewECKWDItky9vLb9lAeEfzldECCErn4Nxra7mwjQ5LWG/orAEpdBQdFkyGZ0W1ym3CBEJnwtaclu6TSXQFmnHXMBVFIVSaCMADckclyaKbn2iVFMOoAgXSZE0o3Ol0TFZV0lYZSG77qtnYCCVdLdevBgfHgqBKokgWESS51L0/jemCPcEp6UtAYv5LIQQQoDRTkyb8xKbx6XuS+KyNIkW2S1KoOEFS3VSYvi2/inp/ERBtKSJuUvBTAsX7ZNmDQQG0mKggEw7sZJ3LDq5gO4AKnfVRcIAVvu5i4xNslOKRv4SHRca6jtdGJOUjGtIp6WGNNbPa2RjOMjqQpQU25pCRXUWEjYihBCyemgqWQ6kAifkplTFSypW4rhWESwhNFRUEcmkksjdoisbw0S64wRM3rGlxNyBDNW/0kVJVrvjooX04aHihIY8F6Do3OcUoYgddIPrkqpJG7OlbaE2uwD6gOwCpu+Uh/LzGxlpYJXLlbF+wiFjnIAJWd82scxEgziJwmZE+RshhBAC1GdnDqQufnV256pgARDzWVLRUnVaigoiGXNbIEUtTARUK3vL7f3TUuhVL1xSQoIukHbQdfel4gUSRUM6k2RHd1W94qiPknix2ro4HgwkpOvb4gWM1RZKiShWjLGlL5hoqgfzR38xjsswFU4IIWTlsJTXepEk1qTzDIXbGDZKqoZcybOMYiUm46aVRdVQkfKJuaVS6FAGXUyqGG6nnZgLzLhwcerNYiAlMusSdAfSIpNArtytVgKy49rvCxO64ArIJH1KIBY0V7rrGlhtils/r5Hsmhgqkv4M2WS+I6NNKTlr1JfVNrXQTWhT2IQQQg4dFjsWpOJG+sTKqngprcckXBnXw1x+oivdD/o0PDSnYDMJkwnYjms6Vw0TDZQrknG3RWJuKIVe9Y6LhqsoCh31g6kRp8+WyURP0dpyrouVroU/QqJuOgVAV8L24SqN4MNHPhW3nJbrBY7/soVlpZxsiV/CRMUYXU92WaxrItnohRBCVjRN1/4qk44FTdf+ktMfREriwAShgmS5JloqTosNqRUNoSKbTKYIFKEioOhuD0yvogiYceEChIPh2gnHhCCf56JlGiZCbEcsOoA0vqeLcWXQwW0RAGxfO5UJFP36tXFl0Nq6Emrtq5LCOrxQyRLB4qd5Th0XOaUTt5Qw/EQIWe1Mu2jiYFz702t3aY4h+EZyQE2wpHktUbR0ixLoUP5cDQ/pTlG5a9KOuTE8VJgJITEXAHI6LtLNUSSEy1aWAgMJZN6mkgZQHddPRXRcW36pnTwRJpQyOztEAHHCRaGEmw5AaVfXpQyEDxWJRKggCQ+VxEvpTS5xxRDDSIQQMhsc5PGgKlqiG1NxXRBETFf6OfzcfTarVBF1BExPwnQETAfQmYXuAFqVw0TaV/kaAQyELCXm6il0uZl54RJCNqak7lCrH09dF2GKZnRpyAhw5dLFyXXPH0JHwk8L4KSkdU3/vcgRylUbCVWIGPccxRtZqbksgqEmQggZih0j1DOSBVzjFzpupNf1mmCJyw2iJUnErYWHlKhXElXdliRspEOF7xTdFmDGhQtQxM3c/AcmzhIdFJ808Mm5rspIdyykFr6viy1UJQAxME5dAq5zLgD48JATKNJPzOgmZxSQxZdKu/2t315+k2Oq7CkLFwoSQgg5+ExF5AQWMX6UxgBV/lEeBQrgknDTyqHMl0En/VpCQq6VZbclCBkty2GikN8SO+YK57bkq91xySGhAfSFQmY1BkJCKYPM2FI9+cBXFblKLdeeHxDIIZypIgWE7ywotHNgbGzfH+Y1kjE0JLQBoKJYSb9Yjeq47Uu8AGHBCiNCCDk0GOWmNDLheJK6LeXbursSk3BDPksm3eTBXrSYjmvqGkNEHYtcWTc3kXKhIvcPGEjfvyVpPJczVAR/AEKoqBjQndIrxAu0t7OEcI+QrubdhYx87xXlS6W1LWaRVqJUIo2w7MNCTTNTN8oKtcATtViRQpFDCCEHlwnESOsP0WHPMcl4kj5/KQUC7aLFV9em1UPhNp1CJw0X6Zbf4E6wuNedVkURMOPCJYdCDu0UnZWlTOYQLtICyBWgjEDeKVwXwIWMjATQKQqchZQQuQWCmNEWduAmV4R2EysWTkuoPBrhuIzBRE4KBQkhhMw+Y44XUxlXGpyXOO9Qks8SqoeC04IQGqom5HqXxZkCVbdFoK+S/i2J27LqQ0Uayv9zVlRfKEgBKGWgLCCl9eLUxpmaixmbnXhRSkAN3LqQgMxFbOUvjCuJE6FsWtuiRE5XbuHa+k8qKcIXp/VruVCRQnFDCCHLw0Krh0Yl4i6gRLs0KWJVvPiE23TZdgrHxXTc4114yPVs0R1g0C1CRIMOkHecQVDktyRhokp+y6ovhwZCnkvzgQiuSyc4K34CRmMAIS2kDxNZPz2AhK8ygvBColh2MqclFOSxoYx6FOOIinH2Yb8VQghZeQy7Ng8TH+l1v2EssSPuH/p86Xr4wRxCQpXlGCJCPTxkkuHWJePaZLod77BIEcNE1YkVtV3ljksOBQ2LHBJ90YESFkpaKOtupXXKL1eu+e1ApSc6lSIWxjsvRgqo3E0PAJ+kKzRgw+zS/ksnwpdmsU2KhnzB7biuCQUMIYSsbMYcK8QwQTKl8cZWBYwshEvREVfEqiGd+eaulYTcgbLIO74IRhUzQkfXRRT9W3JIP2aveuFSHIgQLtI2aUZnAaUsgHJuS4EXLV6sWAmogZ8CwPjGdQZOxAB+nqMkNFT5gomGZG87whVrFCcjhMio5ySEELKyaRovSrSIlGHCZtwxqFG4eLFS7TavOzbOQ6SVK3RJQ0TV3JaBEq7pXBImSvNbmONiFQBd2maEiHG2DMWt2+bCQ9rnvxgJSCsA35DOwFUbhfPsOuuWxY5IgkXVr89EDliLOGkTJZOKFUsXhhBCloVxclHSa3qjiJGi8T4rRauoGWsMSsaG8B7aRItLpWgOFxlRvIfYcC6NZCVhommKFmDWhQsUDqCLTkjTFQbKWmghMfBJukDhupQdl2LZCNfdXxqf4xLdFgGpK44Lygm+431B6yLCNKngRYgWM53vAyGEkEVTvuZL3bJb+ogWB6Zpu6y2hse4YilpG5KIlnAbxEoQKqEzbuq0hLBQk9viWvwLDKRsDhNZhZw5Lgo5UAsXDSChhMFACChhMZBBpNTFi5EWndydIGl8FXQuoOGa1gURAxQCpvwlHM/ZaBIWVpa/aJOImWGPIYQQsvKQI8JDzSKluk99zHFj0mQuexiTwjiUCpkgWKyEL3l264NOsR5Fi89rGUigrwQG0iXl9oVqDBPlU5AdMy1cqhTTZrveLhk0tBSQ1oaJmiOuush1x5WyEDSut4uNUwQUsyEBMjg0E35BqgIlvH55n/rj2kSJaXi+8d7Hgh5GCCGkhZG5KgnpNb3JNQl5CqlY0bLyGv76X99nYeNS1XlJRUt4yjgXUawe8g1eRQgbuR3D2BjW9RR7t6TMtHDJrYK2wAFRhIu0kOhDQVrvtPju/K6gyJVtZRLIvEKVfnqATLsvQnReQljIpiGi8MUohEP65RlXaFQFRPX71iRMRjkrCxUzhBBClpZGkdIyjrQ9pnqJrwqmNjdn1BgVxo4oXEQiVPytlmWnxQiUE3K92xL6qWlf6ZuGieZtFwdsF/kUhqqJhcvtt9+OD37wg7jzzjvx0EMP4XOf+xxe/vKXx/uttbjqqqtw8803Y8+ePTj99NNx44034qSTTor7zM/P4x3veAc+9alPYf/+/XjJS16Cm266Ccccc8xE7yVHBwegoKBjuKiPDhQMBsIpPCk0JJydBQhksBi4dwojgI4GlAwuiw8VGT+3UQgN1XJbxqMqJsr178PDRE0tlNNkqObXm+jtEUIIWWLcuNF+7Za2LmpU5THVsScVNcV9tnbfOJiK8xLECuAnThQun0WLqnApi5aBkDG3JYiXeWS1MJEecizGZWLh8vjjj+PUU0/FG97wBrziFa+o3X/ttdfiuuuuw8c//nE84xnPwPve9z6cffbZuO+++7Bu3ToAwNatW/HXf/3X+PSnP42jjjoKb3/723HuuefizjvvhJpgHobc+q5yYR0SPcDNFG3ddiMAYwW0BKS1LqHaNcKN8xbBh4zcA5LlUiJvuj6aqohIhcowkdIkTtqdnLHfzlTRIwQUIYTMAqpBNEyb6nW6KkJMg0AJ+SdB1IQxQoX7ZdEN3kUJ0qRbO9GP7FSwhHUd3Reb3I8YHtLJv/g8wlcS+XhXuK1WE+V2GXJczjnnHJxzzjmN91lrcf311+OKK67AeeedBwC45ZZbsGHDBtx66624+OKLsXfvXnz0ox/FJz7xCbz0pS8FAHzyk5/Esccei6985Sv4zd/8zbHfi4ZCboF5dNERGh1ozPtsFpX6aFLHkJERQObVrBYWygKZFjBB1PiwUjVcVEVV4otVSqVilU6D8XFiiCPT8PekR4SDJhTahBCyyln6H2GjoviqKdk2Pqaez5KKrdRtSfdpcnHca7nbYWNW2h03uCxGuPFn4O8bSOEScpXwVUTOZRkIhb5Q6IsOcu+4hGoiFyZagVVFO3fuxK5du7Bly5a4rdfr4ayzzsKOHTtw8cUX484778RgMCjts3nzZpx88snYsWNHo3CZn5/H/Px8XN+3bx8Ap9xyCOQ+VHQAXR8wcvG1EkG8SCBUF0lhYSyigHFhoqqIKfdxCV+OPDn2NQelRZCk389UhJS21/Jdaoejcb9hpDNnE0IIWRqkHV8IqYo4AepuTNrsPRUzqdhJhVEqZKpukjTlcQtoH7uCWAHcWBVcloHy3XAT0aKFm5PIJMs6ES0H0I1hohXZgG7Xrl0AgA0bNpS2b9iwAQ888EDcp9vt4slPfnJtn/D4Ktu2bcNVV13VeF9uFSB8MzoRJl40APLavloIVxnkK41iaXSpdMjNE2CUX6woWT3imLe5JuMIlbIbU3neIeJjEhFDCCFkadBDrtOqomnScSAInjC+hH3jsGSK67yygFE2ChaNwrUJ45Z77GRjF1D+kR3GrDhxoixES9gW70fRsyUk5AKIIiXe2g6m4XItSVWRqJw8a21tW5Vh+1x++eW47LLL4vq+fftw7LHH4oDtYg00DtgeOkLjALoAAAWNeXRKZe1GCGTWwFggM26Gy662kFb4tBaXtOvCRO7ANqvdMlWXb5QQiWVildhg3K/SrK4mYEaUYg/7wyGEEHLwUCMcGFnLoyyPOyppKpeOQWGfwuGxxTZT36/pOVKafkwX4aKKYJGF0zKQEhqiFCKaRwfzyDDvnZZ5HyIKoaL+FJIzpypcNm7cCMC5Kps2bYrbd+/eHV2YjRs3ot/vY8+ePSXXZffu3TjzzDMbn7fX66HX69W2uy58PlQkFDpWIRcK817AAIjfh64tliGNiwEq49SrsTEmGEQMgChkxkFXRFJ9m99PNtyXfGlT4VEXRc0nXE/YV4YQQsjBRbU4DcqW40MlcSEL8SOTx4dxSZn641TaK8bWHzOKph/ZQbBo4carJtES5ybyCRtRtIQwkfWhopWW43LCCSdg48aN2L59O5797GcDAPr9Pm677TZcc801AIDTTjsNWZZh+/btOP/88wEADz30EL73ve/h2muvnfg1Q6go96KlKm/CJE/aT0gkYQEhIa1xgkG40JGz20JzHdEYf2wiDeFMKlSaREpVnFRFyah8lXT6cEIIIcuHQqEsmtxyaS20UMn+tjRWKGviNT/8uFbWFuNFEloKY5gRhYhJx7LwmGF5ONXxLB3HUtESwkMhrwVA0rNFNlQSuWW9XKGixx57DD/4wQ/i+s6dO3HPPffgyCOPxHHHHYetW7fi6quvxoknnogTTzwRV199NdauXYsLLrgAALB+/Xq86U1vwtvf/nYcddRROPLII/GOd7wDp5xySqwyGpd508OcDxUBQEdozNtuKUSkwxdHuC+RFgJd6zrqKlgoa1xSrrUYKBFVbSFcRrsZUaE2OCdVQaIbOgtWH1PfXhcjkwoUChpCCFkaUoGy0P1T5yW9Pw03he1BfKg4XvntyWW+3amZfEyLYkXIQrBARqelj6KKaB5dHEDXNZxDFwdszyXp+lCRniCBuY2Jhcu3v/1tvOhFL4rrIffkwgsvxMc//nG8853vxP79+3HJJZfEBnRf/vKXYw8XAPjQhz6ETqeD888/Pzag+/jHPz5RD5eAtp0YKgqui4pqrwu4ProAOuiKHLBAX7gTbmCg4eYzMuHEh5DRGKpwlGPSJlJ0bb1c915dBhCTnUqvv4Ds7KbnIYQQMjmdCQUL4HIwG58ndVpS4eJbezhxoirbbGk9FTSD+BgRHZiBGJ13A9THtiBY3HrRYC6Eh4JoKTebU7H8OfRuyW0HuZ38mFUR1k5B/hxk9u3bh/Xr1+P5D/0JDnuSwGHyCczJecyJPubEPObQR0/0MYc+OtDoYQAFDaf7DJQ1/tZCwUBaW1OuwLiJTIsXKqlIyUviRTVub7p/IUx7/ghCCDnU6TQIj0loFS4t+4T7VPXWVtdtab3qyqSPcfc3v7+m8S11WXS8LaqIXOmzbHRbDtguDpge5m0PB0wP+x6R+Pbmd2Hv3r044ogjhh2qVmZ+rqLcSszbXtKjBbHKORcKc+gDAJRPGlLQ6AkvYHxXOiVMTbmOoinEM0yY5HE5lIdV11OR0rzctB7fwxQSngghhEwfJZrFTlUEdUqCpb4cBE1waOrrZriwCSXVYzpF6Y/vdHxLy56D03IgqSI6gG7JbcmhnHgx3RjdWAwzLVw0OtBWILcKSoQD5JrR5UJF8XIA3ShgAGAe7kQr4U6yhownPHUxUkutWmbclIMyrlCp1ba3CJVUjDQJlkkck2lkchNCCKnTaREmkcTdSAXJfGVbWA9Cp0m8uA7xYT1zkwtHN6YuZNx2vx7FTHk8G2esqwoWN5YVsz/XQkQoqoi0DxVpdKDN4hwr9/lmGGMlciuhbAcdq4tcFzgBAwCqQRykBNHimte5ExROblNjt3JoqDonQypO6o5Km2AJAqXVdbFV12X0aaNQIYSQg0Ql7DJSyADoVJqkpo/p2ELIBMGSV8RMeqvjeBfGnULIdJIf52H8Kif/monGumGiRdtiMsXUbXHiZXpj0kwLF21cvbi2OrouB0wvhozCF0OHPi/QmEM/fhnCSQUqMcVKuKiaXzIq3FMVKVVhktayBxGSt7gr6YRUbWKEuSqEELLyacqPqYqcjshr+3aEBmwxpoW5+dL9VMO2DoptJTcmWQ/mSzXPpinfsho5CP+Kfi3KVRFZFfNb5k3P/bM99HUX/dXuuGhbKLzgunSEjiEjCETnxU9PhAPolr4QIe8lh4wnri3ptflEtjsq4b3F+xvESrkVMuL29HmKz1s/XXRWCCFkNtANTkxedV78Nb3kwATB4scEJ0jy0n4dWzgvuRcxOVQUL2E5HfPccw0f99x7bE51aAwR2WJZ285UZoOuMvvCxSho1Sm5LiG3BdYP/sEGS7vnAvFEpid0FG3hnqqzUggSNVSoVEWKtg0OTOXEj2O5UdAQQsjy0RQumk+Wi4Td0Icsj/u4nmSA8ttgix/czm3JgfAj3Kbb/LIt8mDSEFPVkQEQxc4omgRLERqq5rWUu+SGUJH7N9bLDWX2hYv/N49enJFKCzcTdKd0wvLaCW1KgGqjKWl2XIGSipNUmARBopOTC7gEpuprxXXDqiJCCJkl2qqKlNSt+6mKoxLHK1FsV0lYqZPcX1q3eWUsLD9f2D6KppzMkmDx494B4xqPzJsectvBvOmiH8NEXeS2PgHypMy0cDFBuBgFpbxFZjsuXISy8xJKpEvJ1PX5rVppylNxrzdcsKROSqE+O61iJWxPBUpNvIwQKRQxhBCyvKTCoOmarISGTqZsVqJw/ZX0IR2hoW0HCjlyq9ARGtq67W6s89vQQY68SORFx/1YDykTtuP3UDE/Jrcq7h9eaxhtuZqpaAlOSwgRaat8JdF0x6TZFi6QNdelh3kcMD3MSbicFtOLNlonxvtyn//i44V2+AlrqvAJJyvcn4Z+mpyVVKg0iZT0ix23J9tMwxd/GgKl6XkBQI6RFU8IIYci07guDlq2B4GQ3p8+r/IRg3TfeCt9pMA6R0YLhXl/f8cvBycmzZVxLkyRH+Nu6zkyoxj2gz23HRyw3fgjXduimij8M1bBLEfL/5WE8QdCW4W+7qKr+iXx0hEKWminRK0qCZgQFxyHah7KpCKlKlCqwsQk29I/GGPahYu1k7fuN1NWvW1ISdFDCFleVvL1TlQqV1Phkj6frAgXKXRJzFQFTRpeUkGwxP0LRyaIGaAQLAsZD6upECE8FERL3/biuDcwXQxMF8ascuECuMFfeusshIzSxNRwMkLoCEA5WXcM2gSLe/2iXj28n3EEi2kQL0Dxx5YKlVSkDPtjXIiYWQq0XhnvgxBClppxrndVoRLmHAoiRftrtxAGRqsoWAwUpNQwNtmWLIewUegcH0M+YXZoq1yFUUjyTca+EHoK29LQ0TBG5W+G5wohonTsC+9/scy0cDFGRdelb7royr53XhBPXHBewgnKrWosN2tjWNVPm7sS4nlViyxsS0VKWA6iIwiTVIRUBYk1I/5QmONCCCHLz5AxRkgDY4ohOBU3YVlKDW2yYj04L1JH92XgtytTcWOCC2OrIaU8hpRy5LWKpXGoCpZ0PCyNhcn4p62CMQp21bf8NxmkURigi0z2S+JFSdcIOZy03McAgaKWvlRulj5vU0+ViqMCYKRQaRIpqUAJy9bKQoykTksqUKpOyyjx0sS4gob5LYSQ1c5SXi+lqRv+3n0RshjYw1gVtglhSqJGCNMoZoYKmUo4yS2X813cY8YfG2uCJXFaBqbr7tddZzSYVS5cAG+bwWVaS59xDZQ74bb1NOn4jO0mqn1U2pJr28JAMRGp4qqMEixxPRUqVZEy4g9KLDq2S8eGEELGo/l6aYflvmjVKnisUYmICdv8nelvWQNIiaLfrSnfDyShpPT+MVIlFjI2VknHxWpkYbHMtHAxRkF6MQBZjp31dderzCLml5aTAcXcD1VKkxtW3BWgPWelKlaq7kpVqJRESkXAiCHCZRxhsnjxsniG/uESQsgSsdzXPys1BLKR+5RInJZwnw1jlL/PSl04MkLDyMKBEcKUXJjgwJiGcFIYG/sWMZwEANpHJUJYqY2mdh7VH/JhPHQJucnYOIVzM/PCJT0IA3TjidLh5NjiJAGVLoG2aPLj7qs3fkvDQOF2VCioJlSaREoqUPx94Y8t/aMTiWhp+mNc7j9QQggh49H0Y666zSYipXS/NLBSO6NE6CLcFMRMImRSEQOgJGTSUBJQr04K21JHJoyTuiIZhv2YH5hu6Ye81ln5x/simGnhAgTryWVdwwBS1b8Y2t8HIFpp4US1nQgAtdyVsLwg0RIEht8mkvWqYBEVIRNoFi6s4CGEkFlAGBmFSbFNjeVOW/94J2CAdE5ECxdWskm4KISSEHZtCCXVML75XUi5GHOcrPYha2vfwVARXD5IEAsh1pfrLkxikQXnJcT6QqfCJhtsWBO4BYuVBndFGFUSKW3CReqqcKmfdEnHhRBCZgbT6LoUKsQoXdqWOi/pNiud6wLt14ML0+LAWCnj+NUaSvKl1aWpByYYK9OeZCEZtzRGJuPhYphp4RIEgvEfIyYqeWUZ6t1NUI1DTkZTnXkqWtL+KuOKlWFCJV0PAiUKFn+fTMNEFREj6bQQQshMYiqui00iBel9RhYiJhU0UbhU18PyGCImlFmnImYAlEqsAwsZL6tjpdGdctrEIphp4ZIeAHeAyuKlaO7j3JZq454qpkFFDqsMWoxoSV2VNsGSipUmoULxQgghs08qY6pXdSO1+4HbsG+VOC1fEkpqDyMVDe2qYaQwXgIoVevW3veYoqUUIlrtybkwClZnAAa1uJ4BYgfC0HkQGD7XRFv32jaxAqAkWITulsRKmqsS1oNQSUVKECgyCpggXIqT3Shc2KGWEEJmCqNMrYA6dVmsMqXt4b7gyrhtOnFhspLrMg0HJkfz1AO1z5I6L+P8wM8zYLXPDg3rRIMFAGtghTsp1sqYVa1tOa5X/8o4mlrsV9XiuO5K1VlJxUpVqLj1smCRlfWA1PVprFdScm416YwQQpabFXeNHDS4/aoo4QlCJQicQrg4ERO2WaUrIkbCSuVFS7EMKQGpYK0GQnKwlHHMDK8ZRIxGVvqxD4z3g39oc9UgWpjjgpEHwCXt6ihkRs2R0NR2fylES+qspKKlSbCkYqXtD1CauqCZBkZONhnWSrpAEELIQlmKa6qRtvEaaaWp/Chtvo5Wi4LS9bDc9tNxWAgJQrtxzT+ZECYWvMT1CcfOsK3WDmRKzLRwEUYC2jX5iXE8raLzIoSB1tLXso9WeW0dbUtixW8LgkXm3bHFShAqqbNSLIsk16X4EqfhINHguKRMYniM8z1ivRIhhDQz7vU2XGvbrqdWlX8gGh8qCj8cbXRgbMmNca6LieGkugOjxw4hQeqSAxMiF4H6JJENn2Oc8dMqiHzxsmOmhUtwOqxftv4EhEQkC1k6AU0HvzSZ4bCutotwV1LBIuNtWagEgRLESfpH0SRYFvuLgKKEEEKWnqZrbcnNHrhreRAwaqBgpHuc26ZglIEwFgrKiRIjnUgxaeioLGLyzmBhISSgVcRMPIZW+5flGWBWe45LC9bIsgWGuoKs7l+sDBEtCUslWpoES5NIWa55EKcQniSEkBXDclxLJerX9HJlkfXb/BiQBIIMJGQSKDLKQJpiS3BlpFELCiFB6mIMRTFP0rAx1O1XiJbyB2seQxfDTAuX6IAAAArlCGn8RFWJaNHtB602sWGSQDSuy9LJs7HEShAqqbNSFSjhD0mUREzbMZj4sLnPvNCQ42CBjyOEkEOERV93K9dRqwoxYyUSF8bdb6SFVcIvOyfGhYusd1VsdGCElq0hJJ0NhrovoZkdRNHsLnVhhn621ABoSa1wt6s8OTcIiGC61ZSjJ51ts0R6AKsH2W8bNyykBtnYgiWIlVSohD+EZtHSnCS70D+elCl1YCaEkFXBYq+7jdfcAaIwSfcp3A4BG8YLaWGN6/MllYVRAsJYSClKISQhDaRyYSW37HNQhoSPrO8ZE0NIomIGBKrj6QRj6VgJliOYceFStMsPXQTdvA8oDjjgbI02lVextxYiWkJ58zRES5tgaftjaRM1baR/HMOelxBCyHAmvf76R7Vst2Ps45wZFwKyMBAxjFQNIQHlyiOt9HjhI6ljJCOKrBhG8gtjjqdhW6m3GR2XoskbANfTJVGMgD8JQ8JEqVApnrO5022TYOnknUbBonLVKFaahEr48hfb/RfYVP4o9OJVhmCohxBClo3Ga7BKsl6kAAZFaMiFjtyPzrAslYCVAlYVYaSmEFKe6cJ9CW6MNNDZAGHCx6r7kja0i2GiMJ7a4QlBwtQFS9gejQYKl/aEnzR81EoiVsq3kyXedgadVodFDcqCJQ0FCW3LYiUIlUSgiCUQL0NRjB0RQgiApb/eAu6aawpBYKV342NhiRcwxokYqwREWDZFGCkNIaGrYSDRGaAUPkLmK3oGGaRy25sETHj9uJ6aAkB7LXhiJLTO0TeFHjkzLVyAssKz0kDEA6yi5TXOY8dp0T+8J0tzWKgqWlKhkrotMDb+kZTESvUPxyzRH1JQ1gfjD5UQQmaJpbruNiB8cMcW8Rm/Pfzf/LM8DSFZ3Rw+MlLWmtaly+mnTIVKGFPD8jjjalW0TJOZFi4q79QUXjjYQcSMoipWwrZxy5s7A1UTLE0uS+qwRHclFSpBMIQ/kFRADPuj0Q3WnWLNMiGELCuTXpvDj8cBitCRlMBAF064FBBKAlIUDowRdfdFF+Ej3dUxeTeEi/IsryXuVt2XUsgIWTIb9WTjargN46pZ7aEiwM2uvFAt3KQMpU6WJwgNqb5qzGWRgzEES1WsxPVq5va4rRpH7CcZDiKEkEWxEBem6THR7fbXe6UQZwvWxoeS3LqACytZ6cYe0SJgkBXuC/qu+ijPEN2XzqBTCh1V3RcVBMzknzBSFS3FdlYVlZaroSKgqDYq9qs2kptMtITlamioSbQI3SxaRJrLYky7YKl+yZsUPCGEkIPPUl+PtW51aISvKSq6v4QQUiiZbqg+UmL80JGPXAyrPgKGj6/p2AogRjGmETaaaeEifU14UIfQCkYVoSKgLlTctkLwVMWKe97Fh4bkoEWwpGIlFSpV0VIKFU35D2RQSWsfw/ojhJBVzbSvw4FwPU6vwyE0FMYFKX0IyTdWNRJCSsDYRvdFePdFZEXirjQKOiv3fWkLHSlksXFdkedi4vga1ttESHWMLTrFT2fCxZkWLkG9mSSvJQiRURZXKlgA1HqytHXAHScBd2zRUhUsTWLlYLgsqUVJCCGk4GA53anDYrTvZGvaKz21iQLGefh190UOEH0ZgzBvUj1xtzPoIEfePvt04sCk9w+jbYydxtGcaeECIFb1AMWBTAVMG+nBDM8TXJZivSxa1EDVRIsayMWJltRhaRIrLSrf6vpEVUIt8nSGPxZCCCFTcVmmcq2uCphKGEkM4NyXTNXES6hkDeLFhZHq4iWd7yjQtA5MNsYChWgBEM2BxTDTwkUN/PxA1Tu8C1NFVmytJocFQGsH3M5A1RrKueTbompIDhoEyyAfLlZiTovP2g5f9CalP2RmTTuY9x9sEaeVrgshhDgW67a0XK+HXqvDNXjgBU74MWlU4conCbswSfhIGydektCR0IDJRKw6AtA4ZQCA2O/FSAOlZSl8BCBOG2CSPi6jxtpUsEgj2fIfQFSJVul4gIw0NZFSfQyAiURLaNFfS8KtlDo3uixV0RKTcb1oaRMsbSKlQcEDAIKKn3Ta8PSPhwnAhBBSZ9LraqDtej0KpWB1PryJagPClBN3XQ5Mcb809SkDjNSQWqA0XYB0EzbK0roae6xNoyGpyyJXewO6QkzIwsJKDmobqWAJt0IXy21zDamBqFcOpf1ZBqYuWgZ5XbRUXBar82axUvnC21Giwt8vJnVNwussNtRECCGHIgsQHyOv1wCgdf16rXN3LTY5IDvueZQPAY0Vzs8hsk4ULyHPJVQcSaBULm0g0IEqlUsDgNTSTR8AtOa2jPJOmsbaVZ/jIhKnJGLqVhaA2n5VhwXAWJMjqoEoNZWTA1vOZxkEkRKEy6AuWIJYAfx6Hv8wSl92UxUuwycaEipz+437y6BqU9JtIYSQ0Uzgvoy6bsNk9W3xR6h/HdMpxgalIIwPIZkkgTcNHQGlqiMJFSuOjO/Nm04VoAF0oMozTSuf8qtlnO8IAKRyt0aa1vEWKI+56Xir8sXLjpkWLoA7EFaZknUF1IVKID2A6fpCZnSutuuv92epJNmOK1pMWJ9sRsRxhU3xnhZoYRJCCIlMeq0e9lihspLbIpQqHB/ZAbROOrZUaJq6RSrA2MawUZjEWRqgbabpdEwN4aMw5o4ab9P7wpg7DWZauITclCJMZIYeQKBZsMTnGiFaXNXQiPBQNRG3P6iLliBYAEDnTrA0iZUme7JJbIyZjGuDBUkIIWQ6jBtGavuhWLl+x+u0HkCozDnosuOESnINbxYvdQGV5ryMEzZqrThKE3LDWx/jY1fHXDsFATPTo5jUMgoPAEDl4Jb2LTXEqYqXSgLukHLnxuqhMcJDdjDf7LCYvBAr4Q9gUsdlyH4TuyyLqUgihJBDiQW40hO7L22OC5KCDdVxISXvuAiVF+GjNHSELoBBETZCBiAvwkaZghxgaNioqeLINXQtBEzIfxkWKgKax91V34AudU2MGm1ZhX3LjxWVLn9lpyWlVD0ElMNDwNDwUJVG0ZL8kaRf/nH/EGoipeWxTfsV75nhI0IIGYdxrs2TXr/D/mnIKGx3Ey8OGbbTsUb6vJewDPgQkgSUT3vwd9sRWsI1nzMwytbFCyYbd1d9ci4w+oC17S91OHHNTss4kyUOrR4Krks1PJSEhqwelARL+MKWw0Xjq3erB8AwUZLsN1S8EEIIGcpYgmQK129XTeRzXvy6NXnZeUFD2EglLsggB9CJcxwJAMgk0g671ckZQ9hIavjqohA6AsYLEpWpjr2LYaaFi9QiOQijD2QqVgCMJViqfVqEtsBAj5/T0p8fS7AUzosXL6bhC1/9I2gSH5XHCdksUBr/6ChmCCGkzpgCpPG6Pc5zhWuvf7yQWfFDVmXuh6YeQJgs5sCUp1VEOWyUdYE+yt12B7lrUudLpQVciKia81INGxnfadcJGAEjLZQpuueG6qNhpGLFLEeo6Pbbb8cHP/hB3HnnnXjooYfwuc99Di9/+csBAIPBAH/8x3+ML37xi/jhD3+I9evX46UvfSk+8IEPYPPmzfE55ufn8Y53vAOf+tSnsH//frzkJS/BTTfdhGOOOWai91IO8YihB7Cq8qqiZfRrJW38A+nszQ1hoqZWz1VGipZhfzBjCJn0udpEzFivRQghpMZIsTKpM6MyWDMoXa9LLnn4wQuUxUu1kWjsuFsPFwnIWFHkwkWubLqJUHFkQ3m0ceKlmB/QPa5t/E3HXjEF0QIsQLg8/vjjOPXUU/GGN7wBr3jFK0r3PfHEE7jrrrvwnve8B6eeeir27NmDrVu34mUvexm+/e1vx/22bt2Kv/7rv8anP/1pHHXUUXj729+Oc889F3feeSfUBM3TpKnkp7RM+1SeM6EQLACi01Is192WWq8WY31oqCUZd9Cvh4cG8yWnpRQW0oPiy7+A3JbIiBDQuKEkQgghYzLkOr2QMunCQfHXay9iLAoBE/dBKl4OAJgrhMygD5es6xkM4JJ1PdJ1yg1zG8mBhTUitpWREIAXKeWKIyDUFRmMHn+BcpTDTqFzrrDWjvZ52h4sRMlxaeKOO+7Ar/3ar+GBBx7Acccdh7179+KpT30qPvGJT+BVr3oVAOCnP/0pjj32WHzxi1/Eb/7mb9aeY35+HvPz83F93759OPbYY/Hc//Yw5LrD43YjWxRfcqAmESzVnJaFiJYQKqqKljbBUgiafu1zpH8EwwSKUN3W+0Y9lhBCyGhGiZKma3jb46vX5PQaLlQWf3AK6ZZFCB/Jjgsb+WWhFJDNuZBRmOco67qQkfJzGmWZW5cSUBI2U4AUsErASiS3iLdG2ui4GIliWZXFStMYXG3xbx59DN++6Cjs3bsXRxxxxNBj1Mb0OsK0sHfvXggh8KQnPQkAcOedd2IwGGDLli1xn82bN+Pkk0/Gjh07Gp9j27ZtWL9+ffx37LHHNu4njWj8F+9PREtgnDBR3DfktQSaKojielH2PJIhoiWInOofSdv28Pjwr4n0sYtpnEQIIauFca6bw669wx5f3VZ7fNv+TeOMyRvGpkpaQ+m5TTkFogH3w74+bspKT5Zh42/T/gtlSZNzDxw4gHe/+9244IILorLatWsXut0unvzkJ5f23bBhA3bt2tX4PJdffjkuu+yyuB4cF+EbxY1LPNgVp8UtD3dbxEAXLkt18kQdknOTCqKWZNya25J8Yd0XPvnymuGKnRBCyMFhlINS7Nciasa4nlvTh5Dd+DxCZbC6D6G6MSSUho4AHyrypdLlZF1VrjSqjpVZxz++udKoikRRcQQgPCIJH41GaAGxkidZHAwGePWrXw1jDG666aaR+1trIUTzB+r1euj1erXtTb1WAGdjNW1PBYtbL8JDbvsEoqUaIkpFy+BAo2gx/Sdq4SEnZArBUvpyj/2H0gdGhIfaCH8YhBBChjNW35YmgTLBNXbo9TyIGRS5LUiWa+IlWa5NzigLwdEmXoQpwkVAPe8FgF9v+BwjxuHFsCShosFggPPPPx87d+7E9u3bS3GsjRs3ot/vY8+ePaXH7N69Gxs2bJjK648rWsqPac9rqTEqRFTat5yMW2wvREtgmGgZFvqJ+zfZk6Y/VOlX7UuGjwghq52FXBdbr7VDrtut13W/LX2+kT8wddM4MyJk1DC+lcbA2n3pcpKG0TBMLpVoAZbAcQmi5f7778dXv/pVHHXUUaX7TzvtNGRZhu3bt+P8888HADz00EP43ve+h2uvvXai10oTbEftF6iGhtLl1mTc1G0ZDCYLEQ0JD9WclvBlbRAt6XJb8q1Q3eY/EtUdy6YMFqV7HYoXQggZO2TfmlM4envTdT11TapUHZZ0f6h8spCRCZ1cijmNQqXRsLARgFIdkWx8p5X3rUWjoJmUiYXLY489hh/84AdxfefOnbjnnntw5JFHYvPmzfj3//7f46677sLf/M3fQGsd81aOPPJIdLtdrF+/Hm9605vw9re/HUcddRSOPPJIvOMd78App5yCl770pRN/gHEPQipYgCKfpVgeQ7RU81qqISLTkNcCjC1abItwcdtcVZVQvcb7heq2bh9qUyZ/LMypIYSQIYysFJpUvMw3bk9JxUnT9lrIqJrvIjsTh4zGES9I9gIwpBi68pjlyHH59re/jRe96EVxPSTNXnjhhbjyyivx+c9/HgDwK7/yK6XHffWrX8ULX/hCAMCHPvQhdDodnH/++bEB3cc//vGJergA4x+AJtESEJNYV6nt1rhez+4ex15sV+r1L3W6Tahesr3vt3Ur+7c7NO49Nzs0hBCyqpkw96/5B+fk1/ZwXS9duyfJY9R5uV+XyV0pdFzX5Y661QZ1DbiwkYhzGoXcF6GT/Bef+zIMacTYAmcYi+rjslzs27cP69evx/M/9AjU4aPrwKuCpeq0lJbHDRGN2bOllJBbcVuq4aHCcSm+1G1f/CYxkgqZYfstZB9CCFnNjFPEMMwtH/e5wvU4XM+L9S6guhCy6/u4dGOPl1p/l2xust4uSrkqo9DbRQrf68X96K/2eHHb/G2id+wY3oN+bB/+vz980qL6uMz0XEVAOVmodZ/UYSnlttjS8tAQUSCIluC2JN1xAZRES3WyxFGiJXzB6zku5S9+U7jIhYrqbkxr+Kj0/AwREULIJAy7bo4rVsa5trvtLhWgKWxUCuYEp0UneS5KlacJkKo8i3TYJ0nUTUNGkCI6LsPCRsGBORgseQO65aYqWhr3acieLpHO+pxQm4uoWlEElMufGxj15R8VLmp7nrbHhn0pVgghZHJGXT+r192m/ce5tleTd8d7b03N7SoDX1W0AMkYV/xgL37Al8fHtvFy3LSLidIzWphpx0WY0QehVL6Vuivh8ZWy51a3JQ0R+Uqi0lxE0YGpNJrzNLkttuS4zNdCRW3JskJ2a1/6qlIPrkrTfsV7onghhJCFMuzH4aj9RhVDpNf00jKGuC5NEzHKTin/MrouY9CcrBufZaznqD3nFFyZ2RYuunwQrGo+KGXXpSE8FPdrEC1BiQbS8ufwumklUdxWriRqY1LRUr2v6LJYT+yK+6SVQ0Oy2JtyZKbFONnzhBCyUJbq+jXutWucUNC43XMDVfES0f2yUInbB+XyaNVxY1NYDzNIN4WKhqEL8WKViDNKJ6/UGCpqG5MXy0wLlyrjiJam5WiLDSO4LbXt9fDQQnugNImWpj+akmuStIgO+1f/gEdWFg15LUIImQWW8/q1ENEy6toe9hlWPTpy4t2mCiPACZrSfu3qQsAn64Z1bWFV3W0JlUalbUuU8zLTwkXYcUJFqaOSbAtCJY3lAc1uSykRt9y3xT2mXEnk9h1eSZQm5DZ1zy3HOqtuSjkJNzym6r6UHzM6i50QQkg7o2d8Hh4SGjdnMVBNCxjqKnm3pRo2auzrovP2QE9wX9qSdcPzNLbIGx0+ElOoY55t4TIkqbZJsMTtVdESaBMtTW5LNbfFs9CW+VbP10RLPcmrSZAUirwqYNLHDPvCM9eFEEIWzjg5LE0/RpueZ5SjHqjmulQdlyBYADS6Lq25LmFMS/u6aFOIFyXdHH6ldxJCRe4dNTkygE/VGFUMMwYzX1UUDkT1X7y/JVRUmqOhaT6iFqLbUiV1W2qPaXdb2l9nuO057I+gKY46rMqIEELI5LRWB40RFhr2nE2PGe32tOdTtv6YTotNmqi2AwnbGqjlkg4ZlxfLbDsuph5XawodxQOWOC1uX1s+McPclurJrc5JlFIJEw0jhosStyV8YU3Ll102uS3VcFJDAm+63yiaYq2EEHIoMq3r3SjBkq4Pu743OuljJh9bMyi5MSIm5Ob1WqA016VJkEhZCxkBaAgbFXuU3ks152WMSuBxmGnhEmg7ECWF1yZaAm1VREB7bktKQwn0pIz7x2L0fKN4aVoH6nbjNN8LIYTMOou93rW53G3rVdFi9QEINRfva7u+V5+nJFDachWrpdGl5xqS6xKohIzidAG6CBuFDrvVxN1piJQmZlK4hFkK8gP7hu43UrgEgVLLbQn7ehEz6HvhkvRuiRMqaidWBgdgdV44LWaAMM24c1VyWBtCRWHbfBFCMv3YqC7cmmGN60QyMZYoy1ohFj+JFSGEkDFpEi6V63e6Xr22W5NDiKSdhpDxuh6u5wICwssUAUDAws38YyCMgZQSwuaAHbgpAGwGYTII03Fl0KYDAQ1hFKD9NqXclABS+fb/yRQAUiRTAshCwMikyiiImKTqqC2/JRDG7cXMNjSTwuXhhx8GAHz9fU9f5ndCCCGEkEl59NFHsX79+gU9diaFy5FHHgkAePDBBxf8wWeNffv24dhjj8WPf/zjBU9MNWusts+82j4vsPo+82r7vMDq+8yr7fMCk31may0effRRbN68ecGvN5PCRXrLav369avmixE44ogj+JkPcVbb5wVW32debZ8XWH2febV9XmD8z7xYw2Hmy6EJIYQQsnqgcCGEEELIzDCTwqXX6+G9730ver2lmxRwpcHPfOiz2j4vsPo+82r7vMDq+8yr7fMCB/8zC7uYmiRCCCGEkIPITDouhBBCCFmdULgQQgghZGagcCGEEELIzEDhQgghhJCZgcKFEEIIITPDTAqXm266CSeccALm5uZw2mmn4e///u+X+y0tiG3btuFXf/VXsW7dOhx99NF4+ctfjvvuu6+0z+tf/3oIIUr/nve855X2mZ+fxx/8wR/gKU95Cg477DC87GUvw09+8pOD+VHG4sorr6x9lo0bN8b7rbW48sorsXnzZqxZswYvfOELce+995aeY1Y+a+D444+vfWYhBN7ylrcAmP3ze/vtt+N3fud3sHnzZggh8Fd/9Vel+6d1Tvfs2YPXvva1WL9+PdavX4/Xvva1eOSRR5b40zUz7DMPBgO8613vwimnnILDDjsMmzdvxute9zr89Kc/LT3HC1/4wtp5f/WrX13aZ1Y+MzC97/FK+cyjPm/T37QQAh/84AfjPrN0jscZi1bS3/LMCZfPfOYz2Lp1K6644grcfffd+PVf/3Wcc845ePDBB5f7rU3Mbbfdhre85S345je/ie3btyPPc2zZsgWPP/54ab/f+q3fwkMPPRT/ffGLXyzdv3XrVnzuc5/Dpz/9aXz961/HY489hnPPPRda64P5ccbipJNOKn2W7373u/G+a6+9Ftdddx1uuOEG3HHHHdi4cSPOPvtsPProo3GfWfqsAHDHHXeUPu/27dsBAK985SvjPrN8fh9//HGceuqpuOGGGxrvn9Y5veCCC3DPPffgS1/6Er70pS/hnnvuwWtf+9ol/3xNDPvMTzzxBO666y685z3vwV133YXPfvaz+P73v4+XvexltX0vuuii0nn/8z//89L9s/KZA9P4Hq+Uzzzq86af86GHHsJf/MVfQAiBV7ziFaX9ZuUcjzMWrai/ZTtj/Nqv/Zr9/d///dK2Zz7zmfbd7373Mr2j6bF7924LwN52221x24UXXmh/93d/t/UxjzzyiM2yzH7605+O2/71X//VSintl770paV8uxPz3ve+15566qmN9xlj7MaNG+0HPvCBuO3AgQN2/fr19iMf+Yi1drY+axtve9vb7C/+4i9aY4y19tA6vwDs5z73ubg+rXP6T//0TxaA/eY3vxn3+cY3vmEB2H/5l39Z4k81nOpnbuJb3/qWBWAfeOCBuO2ss86yb3vb21ofM2ufeRrf45X6mcc5x7/7u79rX/ziF5e2zfI5ro5FK+1veaYcl36/jzvvvBNbtmwpbd+yZQt27NixTO9qeuzduxdAMft14Gtf+xqOPvpoPOMZz8BFF12E3bt3x/vuvPNODAaD0jHZvHkzTj755BV5TO6//35s3rwZJ5xwAl796lfjhz/8IQBg586d2LVrV+lz9Ho9nHXWWfFzzNpnrdLv9/HJT34Sb3zjGyGEiNsPpfObMq1z+o1vfAPr16/H6aefHvd53vOeh/Xr16/4YwC4v2shBJ70pCeVtv/lX/4lnvKUp+Ckk07CO97xjtIv11n8zIv9Hs/iZwaAn/3sZ/jCF76AN73pTbX7ZvUcV8eilfa3PFOzQ//bv/0btNbYsGFDafuGDRuwa9euZXpX08Fai8suuwwveMELcPLJJ8ft55xzDl75ylfi6U9/Onbu3In3vOc9ePGLX4w777wTvV4Pu3btQrfbxZOf/OTS863EY3L66afjf/yP/4FnPOMZ+NnPfob3ve99OPPMM3HvvffG99p0bh944AEAmKnP2sRf/dVf4ZFHHsHrX//6uO1QOr9VpnVOd+3ahaOPPrr2/EcfffSKPwYHDhzAu9/9blxwwQWlWXNf85rX4IQTTsDGjRvxve99D5dffjm+853vxFDirH3maXyPZ+0zB2655RasW7cO5513Xmn7rJ7jprFopf0tz5RwCaS/VgF3oKvbZo1LL70U//iP/4ivf/3rpe2vetWr4vLJJ5+M5z73uXj605+OL3zhC7U/lJSVeEzOOeecuHzKKafgjDPOwC/+4i/illtuiYl8Czm3K/GzNvHRj34U55xzDjZv3hy3HUrnt41pnNOm/Vf6MRgMBnj1q18NYwxuuumm0n0XXXRRXD755JNx4okn4rnPfS7uuusuPOc5zwEwW595Wt/jWfrMgb/4i7/Aa17zGszNzZW2z+o5bhuLgJXztzxToaKnPOUpUErVlNnu3btrSnCW+IM/+AN8/vOfx1e/+lUcc8wxQ/fdtGkTnv70p+P+++8HAGzcuBH9fh979uwp7TcLx+Swww7DKaecgvvvvz9WFw07t7P8WR944AF85StfwZvf/Oah+x1K53da53Tjxo342c9+Vnv+n//85yv2GAwGA5x//vnYuXMntm/fXnJbmnjOc56DLMtK533WPnPKQr7Hs/iZ//7v/x733XffyL9rYDbOcdtYtNL+lmdKuHS7XZx22mnRagts374dZ5555jK9q4VjrcWll16Kz372s/i7v/s7nHDCCSMf8/DDD+PHP/4xNm3aBAA47bTTkGVZ6Zg89NBD+N73vrfij8n8/Dz++Z//GZs2bYqWavo5+v0+brvttvg5ZvmzfuxjH8PRRx+N3/7t3x6636F0fqd1Ts844wzs3bsX3/rWt+I+//AP/4C9e/euyGMQRMv999+Pr3zlKzjqqKNGPubee+/FYDCI533WPnOVhXyPZ/Ezf/SjH8Vpp52GU089deS+K/kcjxqLVtzf8vh5xiuDT3/60zbLMvvRj37U/tM//ZPdunWrPeyww+yPfvSj5X5rE/Of/tN/suvXr7df+9rX7EMPPRT/PfHEE9Zaax999FH79re/3e7YscPu3LnTfvWrX7VnnHGGfdrTnmb37dsXn+f3f//37THHHGO/8pWv2Lvuusu++MUvtqeeeqrN83y5Plojb3/72+3XvvY1+8Mf/tB+85vftOeee65dt25dPHcf+MAH7Pr16+1nP/tZ+93vftf+3u/9nt20adNMftYUrbU97rjj7Lve9a7S9kPh/D766KP27rvvtnfffbcFYK+77jp79913xwqaaZ3T3/qt37LPetaz7De+8Q37jW98w55yyin23HPPPeif19rhn3kwGNiXvexl9phjjrH33HNP6e96fn7eWmvtD37wA3vVVVfZO+64w+7cudN+4QtfsM985jPts5/97Jn8zNP8Hq+Uzzzqe22ttXv37rVr1661H/7wh2uPn7VzPGossnZl/S3PnHCx1tobb7zRPv3pT7fdbtc+5znPKZUPzxIAGv997GMfs9Za+8QTT9gtW7bYpz71qTbLMnvcccfZCy+80D744IOl59m/f7+99NJL7ZFHHmnXrFljzz333No+K4FXvepVdtOmTTbLMrt582Z73nnn2XvvvTfeb4yx733ve+3GjRttr9ezv/Ebv2G/+93vlp5jVj5ryv/5P//HArD33XdfafuhcH6/+tWvNn6HL7zwQmvt9M7pww8/bF/zmtfYdevW2XXr1tnXvOY1ds+ePQfpU5YZ9pl37tzZ+nf91a9+1Vpr7YMPPmh/4zd+wx555JG22+3aX/zFX7Rvfetb7cMPP1x6nVn5zNP8Hq+Uzzzqe22ttX/+539u16xZYx955JHa42ftHI8ai6xdWX/Lwr9pQgghhJAVz0zluBBCCCFkdUPhQgghhJCZgcKFEEIIITMDhQshhBBCZgYKF0IIIYTMDBQuhBBCCJkZKFwIIYQQMjNQuBBCCCFkZqBwIYQQQsjMQOFCCCGEkJmBwoUQQgghM8P/H91ACweLf3YXAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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GK6+8EldeeeXyGxQZUJhaLnUtM9EH5CKYWICWB5ffHkEQBEEQFWZViqTbcxVxAaAa7JOaqCrTbBMEQRAEsWRKkbKQvLdjrJ870I7PLU6K3G3hEuImWgxLDfOVmyuBIAiCIAiMrJgLBMaFluJcOi9c2pptkiAIgiCI5TNqgkUmxLL332nhUjkBzuoSnLS4OM5CZRlBEARBEJPTNIa6IrDlazvBIs9aqd/i6LRwCWnzpBAEQRAEMZppq9K3YW0BVoNw4Vlt0I+fK8G+HueDIwiCIAhiabCkAJ23tqS0ENrRbeESnAATmJtHtVxGQe4igiAIglgePDESVGeHtnMUtRiL2m3hQhAEQRDEzJjoT3+T8aCllOjOCxcmRBTf4lKimc8h7yXr00zRBEEQBLEcxo2lroZLJf6UXEVZ/HrKAF1yFxEEQRDEZIwaMxvnKII1KLQUmAt0XbhMCAkUgiAIglhZalOhQ6gAncUF/YgsmtApVX1hZhG5iwiCIAhiBqRiZa0XoBt5AkSvNsI5hawxBEEQBDGaumKuLqOoKRU6KvVPcxUF8CzynfkJnQiCIAiCmBm1hoBQsFABuhgWqLtR8yTUb0tWF4IgCIKoY5IxcmTgrhDeZURzFQlhFJxTdDazaFxKtNl2IXlP4oUgCIIgQqoF5cbEiPpxN48MCm3SaeES0UK0MokXgiAIglgZWEtxLu1Fy8whdS4jLvpQctF+vgAtDybb9KHt55O3UxU84/aRbtP2+rNog457dm3QcR+6Nui4Z9cGHfehbWPU9mZZvbUlrOGSzgrtA3Odi4gv31XUbeHCBZjIoKUEE0NomxKtrXlKF+Wq0wiSNiwv0+5jpddfLW3MY59m0cY89mkWbcxjn2bRxjz2aRZtzGOfZtHGPPZpHOnExRPFlrYgWoDV5CpqgNw/BEEQBLHyVMRLEH/alpsI6LpwcaYnG6DLfGBuPEt0OHNlChWjIwiCIIjRNLqJameDDrN8EyvLWs8qAtCK6YnEC0EQBEHUM060+CJ0dRlFLr6FC6rjUosPBApni56upgtBEARBEPNLt4WLVXDMzVcU4Gq5mNf1tVzi9cnqQhAEQRAhk46NFSMBz4Kicy7WRbTiJem2cHHYE8GCWBcsoYouiReCIAiCMEw7JtbOCu2MCi25iYDVIlyA2pOyEhX7CIIgCIIomSokgy9fdnRbuHAeB/wkmUVmWW+qlGgmFsjyQhAEQaxZphkHo5CMMKNI2AmQXWAuF4BoR3J0W7gA/kSwcL4iS6gC06m3x0EChiAIglhLtDXuRRlFQOwRacFl1O3KuekJ4BmAxVbmLXKEFzGcHoBEDUEQBNFF2h7LXCo0gNLb4T9z4qU9O0m3hYuDiyDDSECL6izRbUBihSAIgug6bY1lqSfDj7Uuo4gH2USAMTYotux2u+0q4sxWza0eRhrZTPVcCIIgCKJ9KpMrhoSipYXAXGC1WFwAc1IKlD41i/G1TSZa3KRRaspZNAmCIAhiNRFOojj1mBgG5q4A3RYuoYKTKpgp2kY2p742bjOM5KL38TmTWXiRlnXBCIIgCKKjpLM+p2h5MHI1MVfmP8goKrOKstIrwrl9TQXoYpxJKqrY15s6JTreJc0uTRAEQaxuuOhPJFpC6irSV+qntThHkaPbFhfABvuohs/S6OY+UDw+dROjLmaTRWbabcbdMNNus9Lrr5Y25rFPs2hjHvs0izbmsU+zaGMe+zSLNuaxT7NoYynj0rSEEyya517p5fDBuTWCpYU4l24LF3cCODemKBVnFrGazCJmVaW0yjE1e03dhSXcCLPYZqXXXy1tzGOfZtHGPPZpFm3MY59m0cY89mkWbcxjn2bRxqw8Bd6T4eJIRV4t8R+6iVoKzu2+q8idCOHmK8riAF0q+08QBEEQK0KUUQSUgblAvYuohXou3RYuIhYtoVnKBwihzCyilGiCIAiCmJ4wvoU3VKJnUQmSwPLirC0tFaHrvqtIJO4iLqLiN4znUYBuGEyk5WLl5E8TxKtr/IhM9GuXT7L/pu2atpl2/Vm0MY99mkUb89inWbQxj32aRRvz2KdZtDGPfZpFG7PoU9M2y20jXWc5Y1w6ZjZmFOULZWFYzoPxmVOMS4QQQFF4dceEgAZqXUVLzTCadD9L3f+02y2lnZVuYx77NIs25rFPs2hjHvs0izbmsU+zaGMe+zSLNmbRp6VsM8n6bY13Y9sJA3MdLZb5D+m2qwiIrS6pP024lOg8mMHSRUBT+X6CIAiCmBbnvXBzFBmvRhKYm8a5hMk0y6TbFpfUVcSNq4iJLMoq0t6ElYqXvjV91YuYUeY2giAIglgNpFaZ0eEOC36bMDC3LDpnxmBfv8WN026sLpbf305bXDSvmawpjHNBGixUBuiOSxeri32ZlcmNIAiCIFaacePaxDGgYUhGmNVbY2WpHbenpNsWF5iTwMABZeu4KBWYppIAXUsYoFsfGT35hSQIgiCI1cSoJBOXURQF5iLI5HWF54Qr8d+uaAE6bnFxJ0RzFriKrLuo14eZ5Ckro53zp3mFaR6xi4hECUEQBEHUw8RCbXwL47k3FPj4FhFnFGnOYpfRMui8xQWCA7Kp5H/pLtJ2UVMF3VHUzccAAFoNpu4uQRAEQRxKWh/TvNVlxJxELWYYdVu4OLOT4IDSpbsoiHNx+eUIAnSZ6PkAoVHZRU0Xd9LPCYIgCKIrMN7z4iV1FzGxELiJ6gNz/YzQPA7K9S4izspxexl02lWkRXkSIndRZKpqLkTnrC4hPuOIRAlBEASxxqgb+9zM0eXY2VB4Lo1v4YGLiDMzZrfAiguXq6++GowxbN++3S/TWuPKK6/Eli1bcNhhh+GMM87Agw8+uKT9h+KlzhRVzplQM1O0ZZIJqeLYGMowIgiCILrJcseyqHpuWngujG+poQ3xsqKuonvuuQc33XQTfuzHfixafs011+Daa6/FzTffjOc973n44Ac/iLPOOgsPPfQQNmzYMPH+tT0vWjAwxaGhwAQH8hyQEqww9VxQM1M0s5YXoKaMcVKsrgkSLwRBEETXSWuW1bmMWOImguiB99Ybo0C+YOq39PoVN1FobdEtmUpWTLg88cQTuOCCC/A//sf/wAc/+EG/XGuN6667DldccQXOPfdcAMAtt9yCTZs24dZbb8VFF100VTvuRDDOAPDYXZT3gMEiWH4YUBwEy9eBDZ70oiU1icVzMMTzMRAEQRDEakXLRKjY8TESLcEff56vj91EosFNlIiWNsTLirmKLrnkErzmNa/Bq171qmj5rl27sHv3bmzbts0v6/f7OP3003HXXXfV7mtxcRH79++PHoCxtDizkzc/pe6iJMrZKUXzuqaGC8W2EARBEGuMSf+gV4vS1biKnJvIlywxb9uKcVkRi8snP/lJ3Hfffbjnnnsqn+3evRsAsGnTpmj5pk2b8PDDD9fu7+qrr8ZVV11VWa7tOTAnQ4NxZgrSOXfRoDARzkJA5wtgsgArnordRbJ6scopAZotMtPgIrPJtUQQBEG0TRruMO22DiZ60HJQsboA8AktTPRsTbQeWL7OJL/k/dLLwWtcRM7AwNsRL61bXB555BG8+93vxic+8QksLIxINWZx57XWlWWOyy+/HPv27fOPRx55pNyOlydDCxu9nGfm5PVyY7rKF8oYl3xdkBYdmL/sw/cvsMosNxiXgnkJgiCIlaKN8Sn9wx5m2Pos3N4Gn03EeuviNOi8X3ETOReRewClwWE5tG5xuffee7Fnzx6ccsopfpmUEl/84hdx/fXX46GHHgJgLC/HHHOMX2fPnj0VK4yj3++j369eGC3Mg8kRHQrL/1tid1HpxzPvSWAQBEEQxCSwJGPX49xEPpyjvTZbFy5nnnkmvv71r0fLfv7nfx7Pf/7z8b73vQ//7t/9O2zevBk7d+7EC1/4QgDAYDDAnXfeiQ996ENLatOdEJUzcJhKuizPgKLw5f9RHCzdRaoAlwNADlBXKLA6izTFvRAEQRCrl8hFFLiMAHgPBe89DSx/GnhvvfFe5IcZo4B3FeVAnkHnwriJvEckaKcFAdO6cNmwYQNOPPHEaNn69etx5JFH+uXbt2/Hjh07cPzxx+P444/Hjh07sG7dOpx//vlTtRWan8JlLBemkm6ee/HiUqIhcl+MjuVPA5OTlzgeJWB0sJ9JhI5O2h23zbTrd6FPs2hjHvs0izbmsU+zaGMe+zSLNuaxT7NoYx77NIs22u6TESm9xjbCFOiw6JwZVwV8tVxRpkKrnEHlzHhGgnG6jayiQ1Ly/73vfS8OHDiAiy++GHv37sWpp56K2267baoaLimaG5eRFgwodPlBMlO0o5zRsle5wGZ56u8bU/5/SqvMSq8/izbmsU+zaGMe+zSLNuaxT7NoYx77NIs25rFPs2hjHvs0qzbMdvUzQ4djofnzH6RBA63ORTS2j1prPX61+WL//v3YuHEjTvv/fgi+fgO4Mj40XhjxIhY1WKHADhbA4gB48ilg8QD0k/ugDj4BffBxqIP7oA78EKp4EpADaPtwVAQLuYsIgiCI1Ygd+3TyDARjYe9p4Pl64yZa2Ai+cDj4+qcDC+vBFtYB69YBC33ofg69kFmLS+kqUtxIDfXk47jrV56Offv24fDDD19Sdzs9yaLiGkxouLmhGS9TrpifH8FmFxUDk11ULHp3Ee+th5YFNIC6QOc60UJ1XgiCIIjVgJ8NWvQA6y6qo5xQsVdm5vYOKydVzPPITRRmEjnRooUGk8wLmOXQ8UkWdfLslgcTLzrzVTLpYjkNd31ENIkWgiAIYjUTjWlRTEvyWgSzQCMpOsddOEZZuwUIkmasaDHL2nHwdNziYh4AYGYqApCbk8YkA1fW4hLMXYReH1BDcDWEkoVXbpr3AFET6xLVdmlI+yIIgiCIjhPKilC88Hx9aW3prTPei7xvMnbzXpRNpIUNyuWAzI1oUWFwbgvipdPCBShPggLz4oW56bNDd1Ewd1FkdVF5dIH8xFIjBAulRxMEQRBdppybKLfvi3J+omQcZKJnBEs4N1G+UM5NlOfe2uIziQS8aAnFiupqVlFb6MBXpoWGAoOQ7jN48cKceAEAIcCEgHbp0dKkdpl0sKpFJVxGgoUgCIJYDZTFV0sBo2VhXjf8cWcijzN0XQiGJSzt30YsSxPdFi5CYZgbpcKVKT5XFtFlYIpBSFvTRSpgYQFMSmgpwaQE5NCvzWEVZ5AeHfv5mqoDkvuIIAiC6AhWnDgiwVIz/vm6LbbgHOsdBtbrm0yiPI/dRBwmk8haW2SuoYRJn1FcgysWGRyWSqeFi+IaIngNKHBwaAVoxeqtLnkPKBbBhAB6hwFqCO1cRjVtVAQLCRWCIAiiq6RjmCxid1H6h92KFt5bV85J5CrlunmJcgGdcz83keLGRaSEiiwvJlBXYbl0WrgAgOblSVDg4NL40BjX4PYksjDORXAwkUGLDJDSzGxpXUYaiC5iRGgu4yReCIIgiO6ilbW8uLGtbuzzlebzcqx0KdC8TH+OUqCttSWMa3HjNGsjwAUdFy6aK6jg5HAoDHMgg4BWZu4iJpk5WVKAqczEtPQPK60rqnQXQRamih3Ki1oRKWRxIQiCIDqO+cMeuI14Xh33XDCucxE5a0veM/XR8twUnMu5LzgncwWZawxzWRmjISSw5l1FQoPx0OzEwaGgBAOTYqTVxahFY/bSsgBT1lQGGOU5QrBQWjRBEATRZbQs4j/i6bgnkrL+PBttbRGu2BzKuBaX9WvHaa545CVZKp0WLg4lFLjk9uRwMKXBhTaxLjY9iykOVoTixT5UBpYfFlXPrdOD4zKOCIIgCGLeKQNx83hZpexH7CJiQhhrCxfe2oI8M7NAB7EtJgVaG2sLdwKmHKPXfB2XYT6EEObkKK5MwTkA8OdfgEkjSZhiYP2sdBFJCYZ1FcHCnB9vFLzTp40gCIJYozA3fgVhErVjnrew5MZFtLDePi9EmUSli0hHLqJhLm1wrssqUmRxcagwODd4zTmDElYJphlGgLG2SGUCdaUEE0NA5bG1JYx/qRMrovOnjyAIglhLuDIg4ZhWN9a5WmdWwJhlZSaRKzjnrC1hQK4SOhItbdPpkVdxBZ6kVrl3ShmXkcw1mExiXfIMUMpkFeU9cyGVtcbwDBBDazobfXrIVUQQBEF0iqBuS7msOtZ5N1HPBOSawNzcV8l1YRiuboviwDCXkLn0XpA09VkBlA7tfGixpYVDJylXTDpnEIMJ4A1qtghhLTAZ9GDRWF6kmNgdxIKqgQRBEAQxr2hpSrSyMeMbE8IH5MbzEVkXUT+HXsi8cCn6CrJnRMswH0JxBZkbK04YmMuBVqwwnRYuiqdZRaUfzce9cGZMWDZQtzKHEXcZRnHpYh/3ImW0/4mECrmQCIIgiENJUBnekY5f6fjm1/FZRCIeHwM3kcskCgNynSjRooxrcfjPSLgocDs5URicOwSQIYNSCkpxDHMJJjPjNlLMzhwtwKQLUrLFcQBASGhncVFDk/o1DgrWJQiCIOaJunFJxWKmdnwL5iFiSc0WX9o/qtti4lmkDcaV3uJi3FHh2KyA2gr109LpEVcL50tz4kWCKwEEUcyKK/TgShhn4CooShe6jFywUVGAcVEKmCmYSOQQBEEQxIzQoeVlAo+Br9PirC1OtPR7RrQsZJB9Brlgi831JIr+EMN8CJkPMcyGjWMzByCzqpVnWlbNSOvMTwoAVwJaSD9/dugyUmFROucyUhwo4DONHKW7qM7ktmpOHUEQBLFKqRurRo5poWgJQyqSYnOALTbHyyJzKjIaGIGiuQJT3L9vg06PvporqMyao6zLiAOQXAHDHMiTWTAVt24iBidLuBKl1aWwF1PauBflApnGqFQK0CUIgiDmmSCepXFMCwWLi2dpcBGlAbnapj/LvIDirty/bVNIcCmMq0iscYuLzEy1vzDYR1p1B5iU6BBfoA4ZcnD4LCNX2wUwF6ooAKGMgAHMhRyFaGfiKIIgCIJYESYdx0LBYsuHONHS5CIq+gMrWBRkVkAJWQnCNXXt4UM5lkOnhUuITsxQCoCw2UXM1nupuIxgs4wKDc0ZGLcXTrVsQSGLDEEQBLGS1GQIRUzyB9tnDdkxi5t6LeCs1kWUliNRXEaixY3LTAmzTIpWXEadFi6KSzCuoLmMhIvmEsyKDx3GrOTmwpVTa3NkzuoiTLwLK6S5cEqZeBelzPu2mETEuBtwUsEz7fqzbGMe+zSLNuaxT7NoYx77NIs25rFPs2hjHvs0izZWsk/TtuH2v9xxKhAroaUFnEEucKgc3kVULAy9i0jmQ8i8wDArIPMCesSYrAQni4vmGjob+BMVwpQ9ecNew9YODsEZNGfg3LiNUEgjbrgVLnkWBe1OzFJdSPmUl2Xa9VdLG/PYp1m0MY99mkUb89inWbQxj32aRRvz2Kd5bCNddzljla/RwoBcQIuyOu6wbyrRO9Ey6A8g8yGK/iKkFy3SPuIx2RsSuKiM1Uuh08JlEjSXUIKDKQ4uuAkgUsoGDgVzGSn4Z6Y4NBQYKHaFIAiC6BBL/cMciha7D82Dh52LyFWs1+EEisJlEFVFS0gbogXouHBR2QCMZ1DZwCwITFBaGdMUU/XqcwCgdxDAgvHX5XAXylhemOKA1IDSVsEKMLX86bjr0LyNkjz1MKWn2v+068+qjWmh416Z9WfVxrTQca/M+rNqY1pm0cY8sqJjkLe6GCuLsbbAFplTKBYkZCYxzCWKhQGG2RBF/6AJys2MtcU9p+4gNx7zIQC+/GPotHDRXAH2JGkuARaoOS4ApaBVrAQdTilmRXkSBWcQhblgvAAYB5hiQM7BpDYzR09z48zBF2vaW2Qpt9Qs2pgWOu6VWX9WbUwLHffKrD+rNqZlFm3MIxMd9xLHqHKWZztxIjdVcWWuTdpzJjFYKLx7yMW0qMw9BvVjsTYlRzSMqwjkKhphemLSFJmDCwxyFhXlM42Uf2hwN5+RYnY9wG4NpszFdEsIgiAIYi6Z8g+zG9ucaNHcLS/dQ4prKBFnERmXUByIWxEtQDkWK26tMWtcuGiXVSSM0qucEKWgmUQaMKSELKv6CWXmVygy5ItmPiNRMAjBwSTs3EZmd0wByOObgslS3bobgCAIgiDmgXFjVCRUbMqzzBUUh7e0DG0GkavXIrMCw/5B7xrSWTFiHBaAAnQGM5EgZRVJ7yqCFTGxu0hBK5ParGFqu1T2IfLovSgElGBwSUWu0m64WxbuKCexQhAEQcwpI8aoULSUszwbS8swl1HKcxrT4txDOivMuJsV1TFYm7kD9TC3Fegoq8gpi4poYU6wMAnGAa2EXU9Yywu3aVnG7DXMhmCS+wJ1ChxcuLwibSv+kUAhCIIgVg9lQblYtCih/PjoHlrIqnvIj8GxWSAcg414KecObINOCxdtY1WcaOHCzDXEmAI4oDWH1sqfPD1UjW4jLSRkkWNYZMiKDDKXEIUAVwzclv5n0s1vFPfDLff9Ems1dIwgCIKYB8aNS4rHy5Uw8Z6aKwxzaUIoxllaRGEMB8JYW5h1RzCmoJmNK9UKQG7cSWgnJbrTwsVZW5xoYUyBRydFQikBzayAgY1sZmbK7VjEhMpSQRSZscAoDi6ZCe7NAa4YJODFDAAgJ6FCEARBzBEjxiUl3CzOZh2XcesEi5ksMa6IWydamHUTjRp/ARiBAzuv4FqPcQELLC6AP2ksCEJx1fsBI1hcWWStpZ2HQVSK1CnF/T7tXsBthIyy9V4Ul3aWaYIgCILoDqlg8RlDgWjxf+QT95CPabFGg0nGX63LP/rp5ItLodvCxZ04piBEYRQfk5HqU0pA8AJS5cZ8JYZQMjMXoMbyIvMCIsuR5TmYFMbiojiY5Nb6Ul4A3qLPjiAIgiBWmmhSxKD6rRYm3lML6Wd5NpaWgckecplDWeFdQ5wPwblsHHvDQF3fapouvQQ6LVzMrM9DL1oyMQBPTgoXEspGIDGmvPJTsG4jIBIufGiyjDRXEMMcWnEoKcA5h1YcMgcYiReCIAiiY4SiRXt3URl86wSLEjKuhpuIFucaEqLwgmXU2AvYmFNTY2TZx9Fp4WKUmzmE8KSJGkXHhcRQ9qBgBAwXQy9eTG65dRklZ0QpDm4jpJW1wMDGvgCAFEk0tWwWMlos/4IRBEEQhGMpY46fY8hbW2LR4pNXQtESJMPUiZa6cRcAFAQYKwN313wBOn8CeYFMDCBYeQLDkyi1gNQCgklILaDEAEPZg3SuI1FAy8LUdNECapiDD3tgitv5FYwVhkvhK/ByG3REFheCIAiiC0RuomAanIpYCYvK2fosTBTgfOgFy7gxFwC4fR7KnilDIoZRH5ZKt4UL00btcelPYI8PKsrPCRapBbgW3nzFmYRUpWtI20I5GuYCs2EOppSdMkD4i8wUh7ZTh0v7niAIgiDmlWiuPj+bc7VESBSAG7iG0pCM3I61qWgByjEXABQzJUeUNpYXinGx5ifnJnInT9SZohKRl/MBCvT8eylzaCbBsjJlGohnmWbKCRgZiRiIdqbqJgiCIIiVwo1b4dxC3uoSTpIY1Gdx8SyjRMuoMVdaowJnEhJ5db0l0GnhwrlEJjSEPZE9PkBPDCBgCtFlgbIbMqP+JDJILTCQPSNeVA9SDzDkPUiRQylhXEeKQ8sCUMJUANQCTAnAuo8c4etyWfsWmDSFbJI2wm2mXX+SbZbbp1m0MY99mkUb89inWbQxj32aRRvz2KdZtDGPfVqpNqalKe04mhDRCRVX/dZWoWfWuhJaWXI+iLwaPTEAAAgMo7EWAIZaQIoMA9lDj5v1lBYQooBs4Y9+p4WLsbbo0sfGZXQSQ/OVM11lkFhEHz0xgFSxH87tE4ApWscVtMzL+Y7ctAEovGDRqnoR6sRMHe4GmmT9tNrgtNvMYxvOejVPfZpFG3Tc89OnWbRBxz0/fZpFGyt93NOOLxFhVlGNYEmLyQlegHNjGMgDwSJYOdY2BeVCA4KbCRZFYHVhaz2ryAgWFpmsMv8cW12GWiBjQwx1hj4WMYTAgPfRwwAD1QMCVQiY1C2lhLF2MR5N2AiUriTwmptITXdhllKQZ9pt5rGNeezTLNqYxz7Noo157NMs2pjHPs2ijXns0yzaWOk+TbpurXBJJiEOBUuYLeRCMJylRThLi40n7bPFxnE2REICHF68KC6BFub967Zw4RLcCpeeGPiTucAXIdgQGcqL1LfnaggBqTMMtUBfDyC5wKLue/eR1AJSCBSqB6UFlBKQyriQXA0YrU1NF/MmvlBacdAEAARBEMShhqUiJ5iIGAjiRIMici5bqM7C0ucDZMxZWuIxFjDj7BACmZZGxCg75to/+FILiBbm8uu2cAktLhh6BehOqFOBThUOdYYMEkNICGZO7kHV9xYYCEAq4S0wSgsfwOuK1yklaiaQMmjFwShQlyAIgpgTUvES1lRJq96mgbdOtIQWlsy+B1A7xkLDG1WGzAgYwaW3ugDLj+fptnCBgmAmiyizJ7XPF71oyRJF6M1ZTGCoMyNgxBCLqg+hM2RaYpH1Ibj0AoYzCcVNKrWzwITuJADlRFLB9QjnZiAIgiCIWVEXR5LOJZQWjwvrsTRZWfps0Y+tACoWFzD4kIyDADImIJmAhNlvAVQq7C6FbgsXJiEY0LNqsM8XscDMSV5gA2Q10c6A9cMxYAjjMjrIBhhq4d1IB1UfkgsTGY2sdCHp0tylgtcAotLGKWrCYCqCIAiCWAp8REBwWjIkfB+mNKfWlTpDQMbkyLF1CGMUMA3ZDxQghRlDF/mcWly++93v4n3vex/+7M/+DAcOHMDznvc8fOxjH8Mpp5wCANBa46qrrsJNN92EvXv34tRTT8VHP/pRnHDCCVO3FVpbAERWFnOCqyc3Y9K4hqxJawGLGDKBg6pv3nMrblQf0EBP2Oq7Kq7AK7UwFhm7zCETEcPJfUQQBEHMkDTbp1LvLBEsYZZQGCeaMYkFZ2mx69SNqwCMi8iOqxmGyLTAYtKfubS47N27Fz/xEz+BV7ziFfizP/szHH300fjHf/xHPP3pT/frXHPNNbj22mtx880343nPex4++MEP4qyzzsJDDz2EDRs2TNxWmk1krCzhSTaPunStTAvjMoIEGHBQ95FxI2iGOsNB3TMCR5v30q4v7SlzQsa9DknfEwRBEMQsqatmC5QFWlOxEgbdOs9FamEZNaYCZlw9yHqABjII417iixjqDEKbONQ2gihaFy4f+tCHcOyxx+LjH/+4X/ac5zzHv9Za47rrrsMVV1yBc889FwBwyy23YNOmTbj11ltx0UUXTdxWjw8goLHAF9Fni1jwjwH6VsS4RwUb/eweCxhYISNKc5cWkZAB4DOShjozwbyBSAlTwWS3vXAEQRBER3FFWB1pbTMnUsyyYeQOCsMsQqEycjyFHU+ZgIDEYlCVHgAkz7y3gi8/G7r90fVzn/scXv3qV+ONb3wj7rzzTvzIj/wILr74YrzjHe8AAOzatQu7d+/Gtm3b/Db9fh+nn3467rrrrlrhsri4iMXFRf9+//795QEwGT2HhCe50bRlPzMnXESKMTR7LaCMjRFs6NO9XCASEM/PUNdeKGya8t5HMe02UeXgKbdZqfVn0QYdNx33oe7TLNqg415bx920Td3Y5wgtI2nNlVSwjLKuhKIlHNts2G2lXen3JU0hOjYM3FITH24jrQuXf/qnf8KNN96ISy+9FP/tv/03fPWrX8Wv/MqvoN/v461vfSt2794NANi0aVO03aZNm/Dwww/X7vPqq6/GVVddVVnufXNsaJViaW1ZQGlxMQ4eBRGccAmBPgoMwf2Jd4qxb60vzj10UPcwZJm/WZwVBkC0zO9bk7WFIAiCOHQIVlpdwrhP81xmBU0qVtw4CiAZS8tlGQQOoochk8i02e8CW/TjpGBzKlyUUnjxi1+MHTt2AABe+MIX4sEHH8SNN96It771rX49xuLea60ryxyXX345Lr30Uv9+//79OPbYY5GzATKmbFzLIBItCxigjyIQLeYR4rxtEhxD/1p4MeNcR+uZyzgqXUtAKFpiERMyrFGjBEEQBLESpNZ+L1aSOfzSeJXwzz6A6A9/FoyfdeOoBIcA9yImrKMGAAdZHwt8EYuqB9Ewzk93jC1zzDHH4AUveEG07Ed/9Efxv//3/wYAbN68GQCwe/duHHPMMX6dPXv2VKwwjn6/j36/39hmeIJCdegIRYsICsaFlYcFFMaGDTF7Ma2AibKTYPPXk1Ma3kTTmAQJgiAIYhyjXEVZEOsSZgN5cTLCshJbWOrHUMl4RcgIcP+HvU5EiRaCXFoXLj/xEz+Bhx56KFr2rW99C8cddxwAYOvWrdi8eTN27tyJF77whQCAwWCAO++8Ex/60IemastELA+8mygMyO2jQAaFHoYQ2lpcdFJqWJuTKq0ClOCQrLTCOEtMZIWBiAJ7gXLmaaCaURRZXFowkREEQRBEHXWxlYLFYiV8rgulCD0UbuwEUB0/AUBLSMb82CmSP/9DJnym70HWs8G5c1jH5Vd/9Vdx2mmnYceOHTjvvPPw1a9+FTfddBNuuukmAMZFtH37duzYsQPHH388jj/+eOzYsQPr1q3D+eefP1VbTi0uBILFuYj6GKKnhxBQ6GkJbk+6qJtJSAPSqgoViZjygjghAyCJiyldTOYA691D5DIiCIIgVoLaemVJEK1ZpirvQ5FiPjN/8gXU6HETZtzMtRk3peYYMOH/oEubrevCLhZY31Smn8eS/y95yUvwmc98Bpdffjl+4zd+A1u3bsV1112HCy64wK/z3ve+FwcOHMDFF1/sC9DddtttU9VwAeKUrtQ3V16M8oQL6NhVFCBgzV5aGxHDFKC5fYZ1E5XupAzKi5b0fV2kdW2WEYkZgiAIYkpGZckCcfBsFrhyUsFilqnIK5EKlqYxEwDgrCcakCxxKdWJKdbOXEVM6zr7z3yzf/9+bNy4EWfteT+OesYAT+ePYz07gKfhANbjIPoocJgeoKclci0hoJGr0tzVNH+zslJRMgblVCPjkGBGUTrrSvS6dC2FNMXLDFu4aARBEAQBxMIkRESCJY5PCf/UO6HirCpCK3BduoYmHS8HTEAxhgETOMB6eAp9LCLHEzgM+/TT8IRahx+qDfi3f+vhr475Nezbtw+HH374Eo+5wzQFFvUw9KLFuImAXCsIDQilwRulmi4FC2eQDAAUFFhFzADwgsYRihVZEzndTs1AgiAIgjCkwbF+eeRtsBMr1lhSUpEi7Gajx0pAMQ3JGTg0lGYAlxhAQECjhyEkMzGiLoTjIOub+FO+2LzTCem0cAlTrqIgo8S0JbSuiBYxzs6ktHEfcQYwbYroaCdI7P5D1xJgksGsYBG6KlTqTGchdWKHIAiCWLvUBsWOWj8RMmmcyjSCZZJxEnaM5JpBMA0FBUBAQCGDCoKBh625irotXGzhHJdN1EdhsoigvLWlrxR60lyIXJmLw4PrGl4YGegGxd0ys4JizH+umBU0UPE2QdpQKkIUaRKCIAhiBUgtI6nY4V602M+V9tu5ZVyX4mXSMVIyQCmg4ACEMrNAc4YepM0yslm+bICD6CFjQ/RGmXEmpNPCpW8r5RrRMvDWlp6Pa9HoSY1cGdHCFZDbCyKskqg7h6HIkNwJF10KFw4AwXsvUnR8YScUK7KNyRsIgiCIVY0THKMIx7RQdPDQdRT8gS+FSzkupvtxpGOjYkAhgvlxhIKyWUY9bdxFi0Eohxmve9UdT0mnhYujzCaKi+Q4lelNZV5tMn9ReI17kKO0uHBpY1u4sdqowFPkLF5Cl4KFa8Tuogk0CZedi48mCIIg5oxRQsUvDwQLD8ZEs028TgU75ilmtlHCGAS4dRWFbQtogMG7i8ZlQk1Dp4VLxlRQdK5M58q18taWvtTIpblIuWTIJCA08xcmvEDuxCtWXmXl3XHMmsZ0srzOQqMry1MmETQEQRAEkTIq9qTiNqqxopTihUXvx42HgBn73FjINbMWFwDQwBBApgBeWl0WWVbOf6SHyNjyy4B0W7hg6N1EAhJCm9iWXCnk2rqIpHEPCWVESy6NaOGaQajkQvkLzKB49WIBpVtH1QkYbrYFSoGToiixiCAIgmiBJsuICK0f0Rhnn+3nouYz87rcPh3jpAaU0uCcoYBG7txEAAANJQEFjQHTEMwE6PZRYAEDPGlnol4u3RYuLC6yE5YmNpHRpXgwQUjOHFaKFneB0huAKxZdMK4AxbV9BgQYJAe47YJi2u9DcYCj/sKLKa1lTQKIIAiCWF2EgmMpVMex4HUiVpqEyuix0JlsmMm8dc+MQTGNItjOZzEFWU5tuYu6LVx80E/pJjL1W7SPls4V0C+Yt7TkkiEbMi9auDbFcR088e/ElhcGHfj44nWsJSaxqKSWm/izSY6SfEoEQRCEoTH+BNXxK12f1ySljBr/gHIM09ajMBQaigPDzOxnKABXXl4ybbNuNaRS6DGJAVM+u8hkGBWVNqal08JFBAE/PT20biJjbTExLUaoCM2QSWNlyYZWuGhADEtrC2swmakk40dXXENA6lrSkSAJLC+kQQiCIIgWafpv3CRIwvGNjbDQAKV3wf9ht7PgSBumwqM/7bbciDZxpZIp5Fqhp4d4ivXKOBescVeRm/UyLezGdRxRzRUC1xC8lSUULO6CsURdhD5AzbXPKFK8/Ezz8sZQHEgLGTpRs9SQJE1xMQRBEKuaVERMyzhrS9Of83TMCxHKjHtxIi2D5i40gkEoY2VxY6vQQGpTcdMSkKsIYZqVqd3i3ETO2tIfMptJxLylRUhzgcXQWFxcjAqrETFVWMW9k4qK9L0SZrtx6BaK8hAEQRCrj1HiIoTX6AI2hYUlxI112nodNDfjmREtDCwrLS9ufcVdzTONQjPk1l0kQncRW7546bhwkdFM0D7Vy2YUOQuLs7akokUU5YUUQ7PxqIsMAHyscKnzEU5yNM0uKYIgCGLtsBTrS50IYUnBurr91i3T3FhXdCBevJsoZ3a8dNlEzCeu5LbuWSFsyAbTtqaLQpv1XDotXBx+dktdxrcAZb0WH4irgvcydBfpyOKCEdUJo4vMWeWi11lO2BQixAufZZoNCYIgiG6TCo/x60+wbIJ9MgU/vmlbKZ6DmVmICiNemDKWF2eB4RrgbioB6zbi0OWEjnZoGzdn3yR0WrgINz+RHkJAgyOo3WKziPpF6SIKLS1iCPChESxQGkyWrwGApdVsw4tdY1XRosGUN2E5f7KwEARBEE1MZIVpECWV8axu3WCs8uMZN4G5WjCAG4+DymxSiywtLhkzsZyKwdRL42aanUIzPw1PnxVYRO5jU5dDp4VLaHIqZ7zUVvmVlpZMltYW5x5yVhYoDV5oL14qwmUSxcsZ0gyvRiETbBNCCUcEQRDERIwZl2qFygTbuXGJFU6sMEA4y4sGBPMBujIzhgBtp8PJhgxFZoJzhQpmntbxdDxt0GnhAtjCc0HdFsBUyRWagVtXUekSYv41HwKsUKXFpTAn1YuX8MKPm0uoRqR4ITNOwITQZIsEQRBEyDTuolFj1STjmFtHMPNnWtoJ+jgzZhRo60LSYIr5kAumAM5MhlE0s7SNc/HvbTLNcum0cHGBubmWZo4iOy+RUX9APrQWlyFDNnAuIl2KlqERLExqoFCA1Man6C5e+jxV5yYQIdOIGoIgCIKYdDyadtxy41HwrDkDE8bqAqXBOINxbnAwpTEEg7Dr6wWNbGgqymd2LM45cFDA13PJmKLg3KzG/BTPgllWxg2VIVwwbpNosQ8dWV2WqBLF8oNXGAkcgiCIVY1eyh/klKWOU4Afq1ggXFiPA0qb0FyuTRF/56HIuU900bz0bDhcPTWO+LjWfHAuYGJbXGCum6bbTaIYu4mC56LG0mKfvWCRqtHi0nSD1QuMhhtpCjFCFV4IgiCIiCmETt2YVRmv7L9+LRgg7Gx7A2XdRsqE4Tq3EWfQPhvXVaC3caRK2zmXtN+tGaeVFS1rfHZo4ecoUnZeIg2hTNG50E3EXO2WgRUs9gH3PFDQA1WKlUC86EbxMpmyZS1YXAiCIAhiEiYZm5hI7CBWxDAnWoQRKuhx875nhIyWDMxOrMghAM6QQds6Lxoys9PqCA2RMeRSQwgNzk2wLrmKAD+xoi88l8zNELuJtHcRQQUBuP5hRIsTMNotR3Aj1KjWUeY9Jhi0bKfE8UhC5TyJCl/O+quljXns0yzamMc+zaKNeezTLNqYxz7Noo2u9qklxnkFonFJMEBaMSNtlosTMFIDUNADk/nKetxYWgBoN46CRR4NwHo8dFhTTZeGhrUuXEKEK3yjw3mHypPJVJkxxKwoKa0t0jwHVhY9kIFwiQVMK77IBiiehSAIggBmN9YwwYO0XCNa3HsmGNADIG3W0UABPSNqTP0z5l1GpgSJHYu9iHHP5gVlFYUZRcqcZ1d22M1N5NxETMFnEaFQYAdlLFoGEnqgjDiRGmogK1aX8CZquqG0qwNDqc0EQRDEIUAHKdR1Y1EsWlgZ0iCYf89cenSPB54JURb656amixYMwhamE0MgyxjyocZQMCxqjVzpsoIuFNxUjcuh08IlxdRyYbHFJXATAfDWFgBemGj/qIqWULD4ZzWBgJmhWTC10oxzX9Ux7TYrvf5qaWMe+zSLNuaxT7NoYx77NIs25rFPs2hj3O98uM0sx4SQsF3vKgr+YGupwYQ2gsXnAFmBIRUgTXCusbgoQHIwoct9BFaXcbgg3eXSaeFi/GVGzTkzVGqeCt1E3tqirLlLmqBcY22RpWixlhcvaFSZGu2eVRIAFYqZWTHKqlPXn3FWoHSbadefRZ9m0cY89mkWbcxjn2bRxjz2aRZtzGOfZtHGoe7ToRgrgLhPPEl9ZoqBSeYFDASHFrq0jfSECa+I4kJ1WVqkksHLwG2yjLCxLq66fRt0W7joMqPIlBl2PjYGMbSpWaGbyJ3siovIiBXlXksNVZTCRUnlbza3DABUcgPqGcThEgRBEMSksCT7mHMGCVmKFmEyhbh1D5n3CrzHoaQGkxw8shYNwZCVhek4A3LjJhoqhmwIFLn2AbouRZrz9kr/d1u4BCegtLQEvjsVvPbqsFSLWoavVeI2ikVLnWAJhcqhUtEEQRAE0YRWsbXFJjpXIk0UFHiw1LiQghVs8gpgso/C+ZDMazMFgENYC0xYFNZlFy2XTgsXwMa1BBlFQDDBoo1vYYWK0p9LwRK4hJzFxVpb5EBGgkUpDS1LgaICC4xDtWcJIwiCIIhlwwOFwgQDhsbqomBK+DOlwaWxtGilwSTzriTACBwfUisYMFA2cJebkIucR+4ipoBMMgxQFqIz8aft/bnvtHAxvrNygkVjkjInLT2RoZsIgXvICRY1kFCFghooyMIIGFkoL1aUcgLGtJ0KmDrRQlYYgiAIYpbUxdeE4oVz5tfh3IgZt4wJQOS8MnZ58WJdSZAceqDMlACFgg7ES1ip3lSxt+MzXC2X5Wfcdlq4pAgdnxAf5eyinysxKWX6c0psSamKllSwpBearC8EQRDEzLHxJNEilEJFqTLoVtk8ojJJmUFb14XiCkya91qaNZ3HwruJkrGTz2jc67Rw4dZXFs1RlKg9NrQnVpVuIu1L/FtBklhbzLPJJpKFglKlWHGvgVKcNFldyOJCEARBzJLU4mJEjA2n4AycA9K6iTg35fqZAjS3GUV25mcmGORA2grwdty01XSNeDGp0S7biBUK6ImgEF2ZWWSyfl01XYpxqaRCm5PFfGCuP6FBXIuLbYmyiBLRIocm9kUOY8GiFEYImLhvagk+vSZLTUVBj7j26brjthu1ft02064/iz7Noo157NMs2pjHPs2ijXns0yzamMc+td3GoepT03aT/u5PQuopcvsIBYt5r62QMfMKOQEDKHDFjMVFMChhOscEg7JCxs8cbcdVViiwnPt4mdJNZGJcfOZvS1MGd1q48BHCwBeec0QZRHFgbZjqrJSOBMkkoiW86UKxshR3kWyw0kgFCHvDNa1Tt+60+55km2nXn0WfDO30qWkbOu7lt0HHvfw26LhXpo1ZHHdJuc3odZcQD8KT/al4HzwQL34VBQAawhakA2dQSkMIBiVNtpGWOu5NTYiFi3MZ1Z026LRwARDVcAFKF5HDF59zN4cTL9ZVpOwcRS4gV0sjTpzVxVhc6gRMKVKUim++quWlnWMdTlF5cZp1Z7H+LNqYxz7Noo157NMs2pjHPs2ijXns0yzamMc+rfQ20+471COltcYIEkizjCtjZZGAt7ZwDmgOAAqaM5R5RNbqMlBG7NjQCtETPjuXFQq6x6OBzhWh8y4qZbJ/TeXcNR6cG5qduLYzUjoXkUqCc6P6LKp8BCnPXqwkomU41BXB4sSKeW+bGSFelnBvEwRBEMRY0tkIOAfcJMycMwylBmdlvIuwsS5OXCgeCJ3MVtK1qdFOtLCCgQkJLhj0QFpXURLnEoy7plRJNWC3jbToTguXcTCF2NyRlOl3qHQCxUiAxC6hcaIlFCypWKFMI4IgCKJNOI/HGsHKscZnEXFmxipVH1/Dob25Rikzw7OWsBlGrDnRpDLI2SDcppidlv7Ad1q4CK2CMv9W3enY2lKZWyGokKsGJpPIZQw5a4t5rTEc6tLqIquCxbmPgPL6+fdOyIy5UA1aiiAIgiAiRF2wblCtljOg8OuW7iFfpJUbz4RyJfi5GTMzMMBm4GaZGcec1UUWZhJGXz0+8F4wIJq3CHCZvbawnTJlSly9tbbotHBxmDiXYAKp0EUUIpOTr0xJfxPnAj+horeu2IcTLcVQR4JF6mah4gTJBAafCqmIbZj4tHbdcdu0tf4s2pjHPs2ijXns0yzamMc+zaKNeezTLNqYxz7Noo1pfs/TdYua+fBSMePiXFSQbatcJpEu5w0KBQwQixfAxL84q4uLA2WCgfeC+mdJh8t4UhdzalKi2w7QXRXCJcT715L4lvQE6xGzO4cF5hxemDSIlibBMkqsTBr3Mm690AXlbsJR29SlP65kG5OsX7cNHXf7fZpFG3Tc07VBx91+n2bRxkodd0jduqmYCccYYWNkOXMZT3YsUiauRZUxt4B1D3HbR8XKYzL91mCKQdjXTZnZWgZzAI7AGBjaUTCdFi4mIDd479xDQQ2XCj44VwcWlrJWy3BYWlzkUGMotbG0hO4iXWYSKet9SoVK6joKlzXRSgDvUlxP026z0uuvljbmsU+zaGMe+zSLNuaxT7NoYx77NIs2ZtEn1FhdRnxeyFJ8CFaOS5xVLTA5AEBjCDufEAeGQ/ea2cwgMzYyySoTELtxNOyeL/svy8DfNN6FL+nExXRauISkJyes4cJUfLIdZT2X0k3k5yVKXEahaHEuIydYQrGSxrxUXo+5ZpR9RBAEQQBGfNR4h8rPawJzpbSiBeYztw9niTEmFuPOceJFMYZiqJFngFIMw6G2gb12nAyUgk9k8TGjqnHgCsdlrrUJAl7r6dApXFVPSJ3Vxce5IJ6TyBFmEIX1WUJhklInWkYJluUKFBI4BEEQ3WRUnEvIuDiZ1E3khYoOsot4ub7PLBLl/p2OGVWk15UNUVJBQNSvpHRjNooIa7qs9XRoV3wudhfV1HEZoQzjgNyaInPKZRCV7qFClpYW7zZKRKh7DVRfA0sP1CUIgiBWJ5MKmjQg11lawn0IXi5XgZgBhx3DNHIwFABya3XxsS5KQynjLjIZRnEMaJRZlMSQhrNErxSdFi5N8NC2VqcA7UlWiXpIS/eHAblGkMRBuKFokcnyoJlIpDQJERIoBEEQa5tJM5FSkSJRkyqtkuVhYK595sy4bhQDFDdjnHER2Ywj5RJX3HvnqahRJSMGMW6NDG2xKoSLq+Uyjroicy4w1xHWZgFiawsQB+KmjBItFYvLBBeRxAxBEMTaoyJUdP3nbrkIsohSd1G0vQJE4OlRGk2On9ZwEy22SaeFi5kZGihzxhPzVDI/EYAoQDdNgdaBaCldRbG1JXURDVQsTupcRSNdRstMjSMIgiC6S517aGxsi66+DwNzQ0uLW+aCWLiNcwE3okXayrpcxe6icAx08/gBYVJL4m5AGVNauoti0dLWDNGtC5fhcIgrr7wSf/AHf4Ddu3fjmGOOwdve9jb89//+38FtnpbWGldddRVuuukm7N27F6eeeio++tGP4oQTTmilD+nslNPSGICbZA+lgkQGosYtC5/T13XvmxiSaCEIglh1DDWQLT/RpkoQmCsDy0pYy4UzE6jrxYp1F2WCeRdRSGNSy4z/VY8KJF4SH/rQh/A7v/M7uP766/F3f/d3uOaaa/DhD38YH/nIR/w611xzDa699lpcf/31uOeee7B582acddZZePzxx9vuTiOR20hWC841UckOUqhYWoDxoiURqp6hrn8QBEEQq5Om3/30t9+PNSPGlzSbNY2/TMedCYe+uaJ1i8vdd9+N17/+9XjNa14DAHjOc56DP/zDP8TXvvY1AMbact111+GKK67AueeeCwC45ZZbsGnTJtx666246KKL2u3QGCWog0Bel1EEBK6hMLNIl+ulN0/FXTTC6lInRNoQrFKvhGwnCIIglopgy/txT91CdZ+PzEZyFhb7WoggTbohxsUUqysnXZxogmDX0RpLjUOM+GwaWre4/ORP/iT+/M//HN/61rcAAH/zN3+DL3/5y/hP/+k/AQB27dqF3bt3Y9u2bX6bfr+P008/HXfddVftPhcXF7F///7oMY7luouaaFKz7rNRCjhV0KnIMcvYkh8EQRDEfNHWb3o6XoTjSd0f5UkzWKUt82FCIJLklDQNGvW1z6ZB6DmsnPu+970P+/btw/Of/3wIISClxG/+5m/iZ3/2ZwEAu3fvBgBs2rQp2m7Tpk14+OGHa/d59dVX46qrrmq7q8ti1LUbFdPSvGx64UEuJIIgiO4xaUyLGxdSq01oZXExMnXZRM37NVYLGRSj6xKtC5dPfepT+MQnPoFbb70VJ5xwAh544AFs374dW7ZswYUXXujXYywJ+tG6ssxx+eWX49JLL/Xv9+/fj2OPPXbZfZ1UOUqlff06oMbKUlPxOFXG6XbmfXy8SxUi4X4nuWFT2px9ukttzGOfZtHGPPZpFm3MY59m0cY89mkWbRzqPqXbhOtO81tvREm5sRMxoQspFS+V/gbuokl1ilLtpEoLO25yBUjeTmp068Llv/7X/4r3v//9ePOb3wwAOOmkk/Dwww/j6quvxoUXXojNmzcDgM84cuzZs6dihXH0+330+/3az9osalPHpJaVpnVXSrRMagZczr7a3GYe25jHPs2ijXns0yzamMc+zaKNeezTLNqYtz6l605aJTfNOpKaRRYYJ1bC9UZZXWQQ5yI6aG0BViDG5amnnvJpzw4hBJR1nG3duhWbN2/Gzp07/eeDwQB33nknTjvttKnbk8sI7WAT3DmT3lyOSW7kSURL6M+sexAEQRDdZZrf92p20dIHvkqF3QZ4i+qg7fL/rVtcXvva1+I3f/M38exnPxsnnHAC7r//flx77bX4hV/4BQDGRbR9+3bs2LEDxx9/PI4//njs2LED69atw/nnn99aP7Q76YJNrz5qENwWnxs1VadlGmGxUhlGBEEQRDeps5iMs7y0RSpY3HvG7TyATeNpw3Jpt1ctCqHWhctHPvIRfOADH8DFF1+MPXv2YMuWLbjooovwa7/2a36d9773vThw4AAuvvhiX4Dutttuw4YNG9ruTiOTWFtWgnFKmUQLQRAEMUmQ7XK2m8ai0pb1RbRUNIZp3cIc0zNm//792LhxIz6150XYtMCwYZFh/UGG9Qc4DjvA0TvA0HtKQzwpwZ8agj05hN43gHqigD4whHyiwPDJAsWTBYYHJYaLCsNFhcWDCsOhRjHQGEqNxUKb9xIopHkeyLjUv9RmWWrmS4Nz05RnR1NsCwkYgiCItUud+AgtLqG1xa2bBQ4G52zwD1tFtyfMcy7Ma25f5xlDP2fIBNDPObIMyHsceY8h73FkfYF8vUC2kCFbn0E8rQd+WAb+tBxsYw96fQa9LoN8WoZigWFxvcbBwzSeXKfw5ILCE32NpzKG7x/QeOtR92Lfvn04/PDDl3RuWo9xmSs4Mw8AEKxiZXGmL786T55ZVWmGN4VfxuMbJF23+rq84ZrS4lrycBEEQRAdoW4ccUwiWtL9+Ne8usyvywHB2djxhtUF8iY71fa1XmFlsbqFywRwPrk6mGLVqRiV00/ihSAIYvUz6rd+0rov6T5G7bMxVMXFsthnzmv+9E8a4btCdHp26BCVBACNVHyCRdYWzs17xhk415CILS2c2xx0wE8bLqWNzq6p4ZLO2JliluvIZZTemKELaal+zjqmmYl0qdus9PqrpY157NMs2pjHPs2ijXns0yzamMc+rXQbbfzhbLbGj3cRNeEsL5FXwa7Pefw6fHawQMQ0xYnqEWPw3NZxOZR48ZKatLytjPurygQDFxxKKCtY7IWz4gXSvtcMQmkozqC0hrJThCsnTuzu3WybQL1gkTYifGg/c+IlXmcyIZPi1l2q2FnKl2zabVZ6/dXSxjz2aRZtzGOfZtHGPPZpFm3MY59Wqo263+emderbqG6YuodS0VIX21JZxw6JQCxUwtflH3r7ENz86Q/FS41vS3tDgoZagcynVSVcUpqsLuMUIwBwVq8MOYO3yDirS5oi7YRJ3bJUvMTrhEWF4r657cL3KUv9gowrfjeNiJrXNuaxT7NoYx77NIs25rFPs2hjHvs0iza60Kfw/bjf8lFpzk3uoIksLjXruPgWHnkhqttOlIm7UvEUCZ0XLooxSK7hZ7IMXgMwwULOvCWY982F4oUJa4Gx1hbnMhKcQSltLS+2iE5Qz6VyEwRWl+VQZ41x7dSVfo63ZRP7Qx0rvf5qaWMe+zSLNuaxT7NoYx77NIs25rFPs2hjJfo07jd6XB2WOq2QBuGmz9HrMHEkcBMJXrqJQpEiOLN/2p33obS8OFilAbfjuLNh3RYVfCTZ8uNjOi1cFNITVYoWzZkXLbHdrCpenBksjHPRvDSbRe4iqf0unVBxsS6CmUq+UqMiYOrcR3VWl2HNevE2zTd6k+AhCIIgDg3V3/3Jf6NTYRRZShoEjNMT6XsvWty6QTZRljEvYpxQcaET4Z/7+A8/98vceKt57OkIxYtky6t0H52XdnZz6AlPkE6sLqNIU6JHUQnStS4iJ2JkIlZCYTLJa6DZnDgJbQSEEQRBEIeOUSUyRr2u+2NcF+MC1Ht00oSUJqYt3ppWzJUTjs2jWBXCJTRDlUFBRk1qwcxp8tYWVqpFrhoDdBUHMjsRlVIamQ0ycUG6UKZ4zwAorSuBq0iI0vJSBuM2ixdg8km4qDgdQRBEt5l0/G+KaQlfh1YU9z4VLc7akguzPBfBmMdKN5HIUg9E8N5bWpLiZda7oa31RQnnATFI3u6g1WnhEpqeJDOiAjCiJTJZxZFINSImjnMRmRErmgOZ3bYYlrEuORiAevHiBItM3gvYWTlHWFvCbk6blkcQBEGsDpp+42tFC0/e17iKUtHi3EK5iGNZwkeWsTKzSMQZRd5tlJpy4MZfbV/rMtuXtTdwdVq41KGazo2/msa/02TuYjbPnHMGWZNVJJjRKC67yC1z1pZUiISWFsFL8QJU416aREwIWVsIgiBWB5P8Ca1bJxUtdeumoiVcVwS+otDaUqnbYv/Uh+9HMib0Io1LXSqrQrh4q0tQ+MZbW4IKO2FmERMcvCegCuXNYSLj0FKC2+1FZi0rwckeQiM3ewOgobS98Nr0g2tAqKBPOra0CFEuD8vNhIKm9hgTtxJBEASxehiZlDFGoITrhILFv3fWFSdS7PtMxNYWxhmyzLiLIjeRYOA9nlhagowiEZf7d16P0tpS9rcNy0vnhYs7IWXlXCM0lCgFjE+JBoxw6XGwgTnZPOfgAw7d01BKggkjYJRS4PbEc65NOjQHMrBYvChdxra47CJhBIwKMo2AYALGRKSEgiYkssC0dsYIgiCIeWYiVxGvLq8TLDx6ZhUXUZ4xZMKIlSwQLCIv41pELuxrHjyCqQCsgSA0GvgirTaLqq2MImAVCBcgVHVWtKQR0cFEi3UwwYDCrmpdRM7q4p8Vg+CwdV3K+i514sXFt3AeiJfEZQQEcTBTuouWy7TWm2n7tJRjWOk2Jg18nmWfZtEGHfds2qDjPrRtzOtxL5daN1GDYAEmEy1G3DC/rA7mvRQ1nyVxLb70SIATLzIdi1ui08JFsXLug9Tyorkuc8utlQWF8leU9QTYQHrVKHIBLTW0VBC5CVoJrS5ZVrqMpDKvuTLtGiEDcFa6jnLYQnXuhrI3fQ4jZsxC81QXt0KxLARBEGuTSSwuvE7A2GXNgqUULbkNvg2tLe6Zc0Bk3Kybc/CeebAe98G56IUpSwwqZ1CZyygqs4oUN+OgYoBkDKqFuZ07LVwcMhAtJoq5tLwIXx7Qxrf0BDBQ0IKB9wT0QIHnGlpqK2AYtGLQ3KZAW4ZD4zLKfLyLhmKmjSYBIxAYe0I3UaBipUblMqox8S4EQRDE6qaulko6LoTWFydWytcsssA40ZKJ8jMnWtI4F5HzMtPWZhOFbqKm+JaoWi6Hn6eo4gVZJp0WLmHpYBlVza1JiW4iuBO8eczlqysA1m3kXEZKwbuIlKqaRUL3kQoyibxFrqJSkmPSo4v/EARBEGuDca6i0NOTipZwH6GlBXC1W0ph4+q0cJ4sC1OfA6Ky/0lntDceGOLA3PHHPAmdFi6AM0ExKKatxcWcHM2Th2BAzsGkBnocTJoCK1xqQGrrJtLQPVevvwxakcNSXTAOyCGshcUIGalsoTptYmAUM8V9nLvHuYZkIHTcyzy0vijYoF+CIAiCqGYUAalgKd+EJf1DseLESJ6Vac/cZs6ajNrSVSRyDp6bLCKRi1K8WFeRdxf1uAnHyHkUmFtmFJkxWXJtaq7Zfsq1nlUkXSE4955pf3IUh80sqpuziIMJ4y4qU6TNhQJg3EZKg1uXkXaVdDNgONRAZuNbFEsETOk+AqwLKXANhbNvqsTSAhgXE0EQBEE46gJo6+JbwuWpYHGuISdanHvIZRGlokXkvCw8l/Oqm6gnoviW1FCgGLwhIaSNCRaBjgsXwBW00VGqVTpDtCtFXEZKMy9adGgKs5lFTDBwaS6GcxlxrqHgzGjmNQILincR2Yq6rt1QWEVuoToVbWNkCIIgCKIpbKApSNf9OXaixYmeULSEU9u4z9I5+3xsS/Ln3j8nHUmzikLKtOhJjngyOi9cJGNxcK4t/a/sDM/K+eyc5SXnYIM4u4hbN1E186t0GXHOIW3ZfzksY12UArRzFTET7KS0DtxDwd7C12OMK3XxMwRBEMTagNdYWvxnTdlFiVDxr3k843NYbI7Zmi0i4xCBi4j3uLG29AR4T5hM3J4woRY9XrqIvNUlziiSvKzhohjzVXPlWs8qchX4vFmKlSfNuXdC85WbZ8FnF9myti7DSEkNntsTLZV1Hdk4FygjbIYAMhgrjBMsyr2321oXEhDfVKFwkeOEiSDrC0EQxFpjkuSMNK7Fvw7EinuuEyzuvciYL7rqsoh8ckoanOufk2wi6ypycxS52BYXdxrNKUgl/5spa7m4R1DPxYkXh/XbaTuNMxMMTBozmYKyriIT76KAUrxYdxH3UwJoryi5zURSCuAoBQgXMDNLo1TTo8RJXVAWQRAEsTZJRQ1nVQHjnllofakRLT6GhZv5iHxp/8BFFM4EnbqM6uJb4gr2MS4ot404l04LFwUOxRQkZzYwV6MQQCYZhkJDBKYrnjGgYHF2kRRGakgObk+Fcw4BACvKmBjFlckYKjSYMK4l4ybSZrk1sejgdejuKQUKg57CDbQSVpcmK9Ak66/UNiu9/mppYx77NIs25rFPs2hjHvs0izbmsU/pNiv92zwO1mR14bHVJRUr3MZumuJywVxEOYfoCf+a9wT4YZnNJHJuIuMq0rl9CJNVpDmDzI14kXbMHWaxNwQwXpI17yoy8S0ckimfEh3i4lx0oApjdxGHlsqavrS5QPY9ExpMMYiegBxI4zYamHxlJk22EVMaWgJMuSwjUzaXOQtLU3zLFDe8GLN+3Y0+zfourqdpm9oiSCO2aQwmW8L607Qxj32aRRvz2KdZtDGPfZpFG/PYp1m00bU+NW0zrZgavW69cEkFjRMs7n3oGgpFi7O0ONHC/KSKRrjUWVtCNxFQhmoA8MYElwqtWDvxLUDHhUsdYYBumFMOIHIXaV7665gIgnUFhxamii6HcRc5t5ETL8q6h8oIGOMmEtxYU4ybSPsIKqVKt4+2cx1V+j2lOBnFUgrYzWKbeWxjHvs0izbmsU+zaGMe+zSLNuaxT7NoY976tJT+jNo2zQYq3UUs+jy0srDUNWRFC++VKdCwgsVPShwIFu0q0SOtl1YWnnNzFLVVcC6l08JF2qBZBYbCuoly6cxUGtmQQWaAGAIyM5YQLY1piylt5IfUCAv5c2TGNSQY9ED5ICWuONRA2ddlwTrnDtIS3gVULqtzFZVM4zIiCIIgiFSsAInFRYQWl7AMSClW/LiWCBZnaeHWwmJcRS6TyDyjF7iIcg6ZGTeRzIybaJjpKDC34MwG6HIMmCBXkQnyUZVKfKZanzNZlUXkXAXdsKaLM3/pHrdTN5tpnHlPmLIrA4D3ADUwFhcmmREsXBnLjBMwMFYaLeEtL6XFRUfzEwFW1IxIdyMIgiCIOtIS/EDsOkpndw4Fi/u8TrTElhYRZBDx2NoShF+khIXn/DOYzyha88IFKFOiwwBdk3rFgkkXmY91AYc56dbqYiYUSlxGPQE9kOYC9uDFixEoxnTi3EiMMy9gAGMuA2ILC6urvJPNzuJSp9AJgiCI9jjUv+cs+HPsXUWifPZuozBriJu6LU6slLEtSfE5a2lxKdD+EbmJyvotcUBu2S+qnAuj3AYMWGBDP2dRwTVyDgyFeZaCgWcAVybYlikAysSv+CpwnNmEZuMmgnURaaGgpSqfpQbvaf9aSw1t3UZA6RpSUvnAraabOXQjLYU6xU0QBEHMPyv1+x8F5trAyjrxEqU7h0LFWV2sgIF/tllEC8I8Zwyqx2I3UVbWbymEebjAXMkYCusmWvMWFwnnKnLPZnk4T4IvhpNaXaC9yctYWUyKtHbZRgOYTCNw4z6ybcVhuQZmXUPGVaQhrF9IS12GnsMImnCbWcGpIAxBEMSKEv6+j6PN3/+63/dQrITthYIFoXgJgm+ZTYkOs4h0WP/MVctFYm1h5XgLlBMgA+0H6XZauAAuQNeVEy5nowSYN1n54jjCKEM+BFTOwBUDFANTDFra6GnAuIl67uyXtftdfIuWCpCsdA/ZdbTUQF6qaS1iVc0nUJqhEl+uVSX8ckxixky/TOO2qfvyjdpm2vVn0cY89mkWbcxjn2bRxjz2aRZtzGOfZtHGLPrkthH2X+pyXUapNWbacSAUKfGzHX+CWJcwrsXM+hzO/hxMpOiKzeXcjKdZaW0pDQS6NBjYLruquaZsianhMlzrFpcBMkg2NEVtGEMhGHKloRhQCA2uAJGZeirMH6kRKhlMhpE1v/h5pt303RgooKeBgQTraeiBNDfUQBqLS+Iecjg3EgDAiZyA8ObxBPuYaP2a7SKCdZ0VaOQ2yfqmH5NtE36pwuNua/1ZtFG7/izaoOOurD+LNui46bhX8jhGrp9sk/Yl/f03+518zHCWFNcfNsIaM1aw9ExhOfQ4wBnUgoDOjHhRGYOy7qGip1HkGsPMuYdMrKm3wtjAXCdaZM2sgNPSaeESElbmC2dkDq0uDh9QJGzMS+AyMrYaGNfRQJWzXgoOhrIgi7auIpbcTEwIb5UxQsjOidTwRTX7Lm94v36wvO4GNIXzElES7Dtc3wVt1W2Trp9++dJt6vfPbN8nb8Ot79sI2hzVp+W0QcdNx03HTce9UsddLp/u9zk8R+WkPuPHjLLv8RgTjhehSEnxIidwFVVEiztvwbOrj6YEosyiMJsoOhTGvMsIAIZrXbgMbaCPBPcVdJ1pyse5KKf8TJaRzDS4ND47ndkCcooBMG4iCG3qtwBGvMB+oQCzY8GN+yjNFJK6jGeRqtYq0yRYUmVuviysul4Ac+a2VNVHN3vDl8P3N95v9KW167MRZr10/UobE65/KNuo/OjMQZ9m0QYdd7nNoe7TLNqg4y63WXafxvx2RuuP+H2O+8UTK4puHi+S/daOL+mf3Up/Y8HSKFrCsv6Z+YOvMlYT21IaCYbCLmPMV8wFrLuoBdECdFy4ADbGhTFIzVAwjh6TKAQgtAbXRpS4gnTuvcxNhpEb/hU4eGEDcwvlxQq4ESzM3qhaajMlAISd66h68wCw66D+s4YbdywtBNhO2/JSeroa2pjHPs2ijXns0yzamMc+zaKNeezTLNqYxz5hhFgbhf9TjYaxJbEgmWXBcyJeYEWKf7ZxLSpnJpMoM0VdXSaRi21xRefCOQMlAwo3LU+QTbTmXUXmBKgovUpyMxuztPMWOSXoDlRxgFnzlnttpgDQsdvIEYRDMwDat5XEogSvdaLm2RKvU+spz23vjyAIYq3TFMsyDUGF0mlSpUeNLY0WGytY/DqhaHGWFlfS37qGfDFVF2Zh65WFIRhhYK7zegAw8S3WVdRGYC7QceECWHcR43aSxTKKWfEyQFcxM1Olm/TQWV2M3HByxMxRFFleuHkNa11hqiw05ydjSNxBQCBiJlHRE1pSWhUxdfsaE3jWSBKPMxHTbrPUNuaxT7NoYx77NIs25rFPs2hjrfVppduY9LewDcFiqR0/mhg3rowKyAVKoWJfe7FiBYt2zy6DKOc2ENcG5OYaMnOl/eGDcmPRwjAQDAVnfkZoaQNzKcYFAhKwhegEONMmxlYoCA1wbkrtm6xkDe6OtmfquiiuIeyFExylxcVOhKidUHHpbe61DN5bWAtVE/WI3P5o77O2nKTtjfvCLuVLvtw2JvkRWek26Lhn1wYd96FrY60ed9tM2F4bYwsQjC+h5SWwrESixQoWzZG4hzS0Db2QAhj0FIrMGAZc0blCAAW32USsjEEdgmMIQenQxlUko2Wp1cVNAZD5KQDMJopbcWLnMVLchOdqrsHCZwQBWu61FTdw1hgkwmJamoTIpAJl1iX9l9LetNus9PqrpY157NMs2pjHPs2ijXns0yzamMc+TUsqQEb9vofxkw1BuVNRl+wRCBXfjhMtoiznn2blKr/chmO4sIzA2uKq5YbzE7UVmAt0XLgMIbCIHAISPQy9SUrBBQpZN1FgdXFkQ4ZSimgowSAKY4kRQw3GuZ0ewFhdmLXOueJC3mVUo4ZZ0003ilHWlmksLDQvEUEQxHwwpbWENQmTCfeTbl8ZO8KipKFo4Ylw4cZCIzPz2rmHXGbuUNi6LTXWliizlzE/I7SzuEi95l1F9kRAYMAyCChwrSGtf41rQAgNwGQUOZFSYkWLFSuaA6IwriOmbOE6BZuBBC9kgPobzIubmr7WzaIJjBElo8RMOzFOBEEQxIxh48IfG4RKk7AZNfYA1fFCB1YX97kTK9Vq87F7yGURLebax5I60aJsIdg6N5GLb1nzWUWOJp+ZM13lCArU2XR5bnPQuWaAshcJJko7zBviidhhcBeaVW4uLaa0tjQIk0aRswSxMipuhiAIgmiPSeNRwt/yWhHDWe1n/ve8Zuzx+5tkDAoEi3uuEy0mlCJ2F4WF5vyzbaYs8c98NlEYlDuk4FxAaoEhgAwCi8ggmIJgGoJrCGmm1y4Sq0s5jpeCRDFASJNt5NKiubW0cJlYXFBmJ9Wr5iYxUl2uaoRIG6JFtedKJAiCICYm/p3nsmG1dKsGC0zdcjP+sGS91JPQTDgWqUi4lGOH5qVrSPHY0uKsLNWA3NLa4gvQ2Wyi0E00XOuuIgmBgxDIICEhfHaRgILgClCAYBoFNyKFaw0RTQlgMouyoblAXAUCRgFAKWKAUsCUN2N5A3hT3QiBUScoXD68X2eJwqVpO4IgCOLQwieojNEsUtL16sRRvVhhqnnsCMcjVwXXvC4Fi+bA0KU6cxPTolgiWrgtNsdLa8uACRPbkriJzGP5sqPTwmWYZBVFhegYRw4Jyc3Ei4C1rNjP3XQA4AzczibNvcsofW/gzkJTd5OMEZGTCJS6G6xJkCg+mUlyOdT1Z5RvtukL0rRNW+vPog067tm3sVaPexZtzGOfZtHGUvrUBuHvOFdN7hv3eblI8pq+cV1ZB6gKGgAjx6VwTKq6gqyLyIdYuDot5lkyba0qruicWTG0tgDlmNyWi8jRbeGiBRa1QMYkMmtzCYN0C27iVwQvs4ck08g5kEsb/yLNyc9dirQygoUrwF3X8MYxN522r+v7lYqNOpGRfoHCe26UKBllWZmFmCEIgiAmpypUdPDZ5NulP++poEn3Ne345IULC4SKfZaB5aUQRrRELiIODATz1hbj/cggwbGI3LuJDuoehi0MU1MLly9+8Yv48Ic/jHvvvRePPvooPvOZz+ANb3iD/1xrjauuugo33XQT9u7di1NPPRUf/ehHccIJJ/h1FhcX8Z73vAd/+Id/iAMHDuDMM8/EDTfcgGc961lT9WWIDENor+YWkSOzUwAUTEBAgzOFgShTnzlzZ610GwlbjC6T9r0CuNL+xokq7or4rIc3U3p/pkJinKCJZtYcJVBY/ZVXNYqdXEgEQRCzwf32xhaW5pGa63rri7ChCul+zetE0PjPdP3nI8Yo09fY8uLrs1jB4lxDkqXCJRYtBeMoOI9SoBeRV9xEcnlVzwAsQbg8+eSTOPnkk/HzP//z+Jmf+ZnK59dccw2uvfZa3HzzzXje856HD37wgzjrrLPw0EMPYcOGDQCA7du34/Of/zw++clP4sgjj8Rll12Gc845B/feey+EmNycNNQcaQE6wLiJoCUkGAQDlGaQHOBa+4toJoTWNqvIuIyUMu9L0VDGwsTvS0ZZGMObd1KRMk6UTLJ8XsSKZBqi4YvZxvqrpY157NMs2pjHPs2ijXns0yzamMc+tc243+PUCqIaxImLP3HCRnInZpxnIN5/KFYqn0/RZxXEujjREmYQOfeQDB5+W5dZ5CdTLN1EIUN9CGJczj77bJx99tm1n2mtcd111+GKK67AueeeCwC45ZZbsGnTJtx666246KKLsG/fPnzsYx/D7//+7+NVr3oVAOATn/gEjj32WNx+++149atfPXFfJASGGlhEz7uLFpEDAETk35Hm6onyxOfKzWOkkUsGpU3BOmdQce4ioGqiEzV3Qp2FJBQh8c0RbNewjtm+rp3xarXJhXpomFZdL0WNr4Y25rFPs2hjHvs0izbmsU+zaGMe+7QyTOK5FzU/1vF2sQgJRVlshUk9AfF+JxmzfAXcQKg4K4tiZuwpuFteZhFJBixykxijfGBuhmHgJlrUPesmmsOsol27dmH37t3Ytm2bX9bv93H66afjrrvuwkUXXYR7770XRVFE62zZsgUnnngi7rrrrlrhsri4iMXFRf9+//79AIxyG4JhCOlNUaa8jfGvRTjxwoHQbaRsRV2uAQhzgX3atHA3ShzTMkzOe53KbhIkXpWG5rnk3pXJ+/r9V5ctFRdIRRAEQTTDdTuiqIw4aI53SaISrKAxC53gCUVOvH3V8jRJzIsMxEs4VjkriysyZ14zFMzWamGBi8gWnnOi5SB63k00l3Vcdu/eDQDYtGlTtHzTpk14+OGH/Tq9Xg/PeMYzKuu47VOuvvpqXHXVVbWfDbUAmK3pwgQyCABF7bqSMXBok4vEAD8zdHh9uTZXzF3MQMlKgcrNEAoUYLTVxImVaFkUlJv2N93XaIHRppghCIIgYuQS/uSlAgSIxwAnhqSI1/fZrMq1HXwmzJ9tiVLEKJHEsyTWmnL/ZeNN45ezsPjXrPzMlfN3441iMMXm/AzQvFIU1okV4yY6BDEuk8CSi6u1rixLGbXO5ZdfjksvvdS/379/P4499lgc1D0cBomDuo+MSRxEL3IXhVnLijHkWkFpe0Gh0ZMmpkUxc/OUbiId3Wyp6S6lyWISK9myH+mydB+S168TtTl+8vNgH6RoCIIgVhoxoUWGR+NI+fucihwR/HF241A8NpniqqLG8lJvsQGahEPdH2rnFnJWFiNoSktLwTkkGApbt2XAMiwiwyJyLKKHg+hhMXARDbWAbMFq1apw2bx5MwBjVTnmmGP88j179ngrzObNmzEYDLB3797I6rJnzx6cdtpptfvt9/vo9/uV5aYKn3UVMYFMCxxkPQCw2UUKknEMAPRcRjQAcGV8gEJBaPigXHePcKZRoF4pjyIVJ7WBSzWiJBQhochoilWRrOo7klMIGYIgCGJ2iBqxIHS97yb8oywCi4gTO+G4FMaueGHjsksDgbCUsSwcx5xgkcyMVwV3cxEZ0eLcRa68v8skWtSlm+ig7tu06DkTLlu3bsXmzZuxc+dOvPCFLwQADAYD3HnnnfjQhz4EADjllFOQ5zl27tyJ8847DwDw6KOP4hvf+Aauueaaqdt0rqKhdRU5eTMEh7APMEDaCYk4NMA4AAWlGcBsQIvS1vICjMoiqqPOijKtUInVblBIr0GQTBOXIlETJEMQBEG0hhiRv5NayM1kwNVYDwHtxwmhlf+dN24hO1a4mEtoSDsXkfBuo3Ick4yVriVWtjuO9I93KlpKkcKsJSYt7c8rsSwuIFfqDMNDIVyeeOIJ/MM//IN/v2vXLjzwwAM44ogj8OxnPxvbt2/Hjh07cPzxx+P444/Hjh07sG7dOpx//vkAgI0bN+Ltb387LrvsMhx55JE44ogj8J73vAcnnXSSzzKalEXVx0LgKhpCYlH3IheRhEAfBcDKG0tBGZ+c0BBamVmkWXkzAE6hTiYOIssK3EWPBYkTI/7mC8WOSx+rWVa2UWdlWZogISFDEASxPEYJlWm3S60v4TrO/RQu436ZG6/MZ5zH2wBLG9OA+I+2ZMzGtQSCxU6xUwbjVl1EB9HzlhaXVXRILC5f+9rX8IpXvMK/d7EnF154IW6++Wa8973vxYEDB3DxxRf7AnS33Xabr+ECAL/927+NLMtw3nnn+QJ0N99881Q1XADjKpLOVaRtgRsmIGwks2FgrC7I0GNDDAAIMAhoL2AE01DuwutY1Y5sv8Gt0yRSUoFSvg8tLPWvm2bAXu4U4U37JQiCIGKyJYqVEFFTeyxjI4SL/cyJEwHl9YcXNcyNX3WChoFroEi2GUU6tjnBYt6XBeZC0RK6iPzDx7Zk1tqSYdjgIpsGpnVL+V0zZP/+/di4cSN+4tHfwPqnM6znT2GBL2KBDbDAFrGAAfpsgAUMkEGijwICEkb3KQit7LP20wOkyhVozsOvBuMuTaikhXqAWEikoqROZCxXuBAEQRCzoU60ALEgCteJl6v4WafvY8tMKmLCbczn9X1s+hPurCwAIktLmfrMK9aWoRZ4Qq/DQdXHou7joOpj/w85vrblfdi3bx8OP/zw+k6MofNzFQ01x6LuBzVa4LKcMWQCCxgAAIQNGuqjgGBWuNiqdIKpinIN4VrXxpRMK0yG/r2oFSjD5Nkf55j3UZ9aKO5DEARBLB/B6oWKI0uETBaJFllZJvwyZcMfyvfeMjNK2DirS2I5mmaMCwWLKzIng3otoWg5qPu23pow4kX1vHdjOXRauEhkxlWkBQQT9gRJ7zJy4iUe6HP0UUCCewEDbXPkoSILhhMz0sepJDVcliBUmkRKnWhJRUidYGlzxk2gDKLKxnzhlrq+22ba9WfRxjTrz6INOu61ddyzamNaVsNxz+J3rZbEqpEKlcVk+SJisVMnXjJISPte+HHFiZQRQiay3oQp2Bpp2Y26eEsnWNyyULQM04cOCs5pAWnL/EtkkGr592unhYvSHEPN0YeJVgYbBBX63IU1StBZXgx5ZI6TjFvRYi6KU6p1NVTq4lHqhIp7P0qouNehQIkisWuissvPJrt0Sy6vvBYrf89jn2bRxjz2aRZtzGOfZtXGtKyW417hNiYVOhmGjdtlOhibagRNKGbc6zohE1lngEjIhGPdqMKldX/K3bhWPpcP6WJNkfnYllK8tPcnu9PCRSoTDLSo+gBfxEHdQ6aFdxm5m0PaOi8u5sVcZCNeskSpAtVAKaA59mQacVL5XLv3WfI+FCzxJRolRNq2vhAEQRDLI7WyVD4PRQsrBY0XKO5zXY5pbm4+t94oUZN5UZMIGUjvOqoLOk5jKlPPQShYynotxj1kMogyHNQ9LCrjLlrUfQxkD4O1bnGRulR4QmfItDRp0dZllLFhOZhr4CAzlpchROVmGoL7izcq4HUSl884sdIkVJxIGTZYYOSIWTXbmLiKIAiCaJdFjLbEDAPrSxb8jmdejIRiRvgxLhIxurS8CCajMc6JGLdMwszpN+mYZ/oYCxazrMFFpMuxzruIWh6fui9clACEq6JrYl1cbMtB3ccCFqN6cgdZLxIt4QWeJENnEpdPuCy0qoRCJRUpdQIlEjCBaJnkJhglZMIv0aSCZ9ptlrP+LNqYxz7Noo157NMs2pjHPs2ijXns0yzamMXv2qht0vUWa9YpY1n6dpthJHIWNSDYENDxmJUxaS0zPS9KQhFjLDPS7AsSw8Aak1phZPIHfhR1gqV0DaVxLVkgZDLvKjKPiZtspPvCRQsMdB/AIqDMDSCZmQk6c8pTSyywRa9MZXIxpyG1pkxqSXF1ZkJRMqxRo+EXQSL+XKrJvoyTCBv3pZlUCU+7vttm2vVn0aeutzGPfZpFG/PYp1m0MY99mkUb89gnt800v7Fj1+MyWl+EFpZkH8KLFvOZYEMjSNx45j4L3EyZjt1Lda6lSakb/9zY59xDbqzzLiLVw0D3TWiHFuG8xUum08LFIZWAFJlRl1YMOMsLADMlADLzPq3mP8UUP6FFxT17lVljTQHgL6LZvgxYchYioBQodW25ix0uS6n7Io1aN/183Jdwmv0vpY2mH49x26xkn2bRBh03Hfck29Bxt9+nlW4j3fcogSR0Ily4CPZRjg0CQ2O5YCISRcbeMrTjn3UlITOhElp491I4/pnl1m00ReZU6lWojH/BH3Q3zoV/wKUWExV3HUenhYvS8aAeulsyLX09FwA4COsftJfZK1Q92UVLM3xC64o3jQUXNXX3hGIlupCq/kuQihU14gtV1Gxftw1n0q+bUrd/bs/RtNu0tX7dNm336VC2MY99mkUb89inWbQxj32aRRvz2KeVbCNdV4zZtgj6JKy3IBQT5eseBJcYaLNM2HHMfN5Hxsz71MVkLC3WtaTL93HQ73QuozQEwtVpKUWLKMc7O84Za4uAmrdJFmfNUOcoVAbwAQayZ2JdINHHIg6qPjImIJk0atQq0QxDZCitMZOkr6XBsmF8Sp37x6tSK1JS60mTKEnfq0DU1H2ZtG63XH/YHufLj/wmCILoIiv5W8jqipwG45BrjyfihTMJyMAyw2RgpZFezADwgsaJGbP+eLfSJDTFarqx8KDqe9HiXEQD1UNhH6oFX1GnhYuyQoBrY+6SSkAIaYN0qxfBC5DQPTTBOazL+kndP+7zJqtKKljGiZVQqKQCRTXEurQpZKSkOYwIgiDa+C2MxYr5/Q4FkdTcr6OkAGemEku4nrTjmtLCixq3zFWO966fYFwb6qxMs2alm6jsnH2eUE80jYfhWAig4iJyjPIeTEqnhQsAa3oyiq5nLS89ASwqQDKBIZPe8iKcz8+eOOcLHEUaaNsUXDvKupIKlTqR4kSHWxaKkDpBotWEX6YWbhKCIAhiAqaIF1E8tryE4sa95lxCqrx8z2RkkXFuKM4khJKBFaYXWWEkE76IXZi9lGYtLcUDURe76cbCgez5MU9qAaUE9Jov+a9ycCVQoIecDyLxIrgwoUd6GAkYwGYdIUg3q9t3EmBrnqtBtaOESipSmgSKW6YVj4RGRZyklpZJxUtKKGam+KIRBEGsadr47bSCJTJwJO4oxl31dulfO/HCmPLihTHlrS+cSy9mqkKm2Z1kXgfp1FjauOiWSWResEgtUCjzeih7xtCg1rhwAYy1gsNEcPMgkjudhbMumjtLorZTwgvj9tEUXNskWpxgAYxIGSdYvFgZJ1KmtKSwxlTqQCilX54R6dfpuuO2aVp/Kdt0qY157NMs2pjHPs2ijXns0yzamMc+LaWNum2W8ts5EimqokdxL2iAIOmVA9qur8FLQSO5FTCBmymcaLgO9/mUrqGUtL5YU0wnUA2FaCucodPCRSkB7sQABwrVA7iZk2gge0ZdOsuLTSXLrLgRrEydriO8GAAmilkZJVacUPHCRIuqSEksLtEXJhEuo7544wi3Db9wDPnk+5hi3aWsv1ramMc+zaKNeezTLNqYxz7Noo157NNKbNPGb2e6rScULvZz7QQOVwCX0NJaY+xyxRUYMw+JHJxLb4WpWGCCjCU3NvoMJVvrRVqvxHCMNalufEzHxtRF5MbGNsRLp4VLaMEA4MWLYtLGtEgIXV4kAGWlQB0X+jGfxacjdQO5ZeEFARCJlbFCRYlShGhRfhHsMve+fC4v8iixshwhQxAEQawcoywy4We6TrzwUrxoLo2hhEn/HijFTChknIgBUC9kVOBGCtxJ4Xtg9Dg5KmO2UL1obJQyN+OjXOPBuVozq95MpDUUwEX1BpH2M8EDVxKTIwu/AYjcQO55atESuoCcaEkESypWzGtes2yUcKEsIIIgiNVKVD+VA+G8iBrWrRS4i5QCuBsWnIVmRIiBz8ydYJwE6v/Yu+VpO22X7ui2cFHciwXOzXUcyh6UVZah5UVqEVUobJqXKK2xEgqUacRK5AYKxYoVKqlFJVwWLueyuqwOThYXgiCIuUSNtLiUCkSJqvUltLyEyzQPrC4yN24l+z61wJgxsnQjuf44C4wMLS+NBfBi6sbKNHt2KHvRGKlkBuj6wN9p6LZwkTm04lD2MJx4cUFILt9duZx3VjWDOeryzFOh4l6PFCsjrCrmURUuTpx4sWI/46GbqMG8xsnSQhAE0RnSNGgA0IFgcZ8rL1jse1G+d8KlSciMEjGhG4kziSHKjKQCZaVfPmK8BKpj5rg/9ka0iMlLeYyg08IlxJygWLw0Fe5pml8iNG8tV7SUO60XLaFFpUmwhGKlSaCQcCEIgug2oZRJf9FVsjyVPZor/0fYuZNCV9IoN5LfV5KR5MbLsf0e8Sff9y/NoG3BO9Bt4aIEtMwBFLUXxFUg5Ly8CLxBPQLN1WtTsQJgtJVlhFhxQiUUKU6gcC9gnHCJb+E6kcKpwi1BEEQnUELVBimEVhgtVLTMPWthrCZimENZa4sSVatLaJGZ1AKjOfeF7kIrDDDZmAlUC6rWxnsqYVXV8ui2cNFGNGjAyElR+BPlzGFS80i01N82hjTXfCXESmhN4YpHIsULFxkLGAeX9VNZtxWYq2tMmHX7rluPIAiia6S/b5P+Bi4FzRVQVMcfJeKCKl6wiFS4KChuHgK5FzKliOHQXFjRUr4G5wAX0FoCipt+cGOCcenWqYgBqhNHNpFOTxOmPEdeiWFe9UgskY4Ll8QkpcoCPQB8QJITMuNMX2Hkc5pv3pZoCa0r5n0pUuoESypWmr5EXFVFjeJ65OfpepN+QSmDiSCI1ci437am39Fxv7WK68Y/geFvvBK61rKuuDJ/bsNliN1HSaJR3A6aXUgu46j8ww4/bgKYauwM3US1ySot0WnhwhQHpCn84/14UkDbMsmMKV9hsG5iK6B6oqPncenMEwoWUZg+hmIlFSru5i3jXcqbOXUHsQbLS8qkupbykQiCIJbOuN/Qus+10NEnSigIm3CjuIaA8FYaJbSxvBRmPcUVuFDAMPNWmKoFRkJlBYAcKitGWl9cYTs3diqVRVMMhIRjaNP42Vi/TAuw4fJlR6eFixMO2r7WtrqgC0RyJZKdxQWon+mzYlkBJk5pTgWLKPLIujJOrKRCxX3uxElquZxUtBAEQRBzTGF+y7V1FYlC+NqkAqWwcYJGcW0EiV1JcQUlFJgVMcp6HLjgxkJj/0CX2UjN7iPzeelCAuBFTGh5AUaPoWPHz2EOqDWeDt2EcRnBzO+geHTyR21jXiQWFmAqK8u0omWcYEmFyiiXD0EQBNEt4owiI2IUD8YCcCihwBWDMu8qLqU6t1H4ui52J3IfuRgWawhgXFnxYRYvZQx1+6uUB2mBTgsXLyRgT760J4kraCXKsoETTKNdUYfAkmNYMmsKE0UG7kVLVagwySKBEooSdx+FVjqayJkgCGJ1wUX5u6958Nr/b9YAOLTQVgNYcSNUaYWxriTnRgoDeWVegFmPhMtCGpWBFBazA/J4jqQRRHEsI8bRNZ8O7QTEqFLIAKyIaRj1Q6sK4O+WOsECAHzYGylYQutKKlhCsVJaVlhFpNSLlsmm8mQj7q2Wqy4TBEEQaP7dneg3twB0JF7ss7d2WJeSYhCwLiOhjVVfaCjBwJQG5wxKGTeRUqULidtlsYAZkYEElG4kJhNjwJhxFBg7lqYTBi+FjguXcp4fDZT+FS3KE+6Wj1J5qTK0y1Iri6NOtIQ1WCYRLc66wmSzYAnFyihBUntugm3dl2LafRAEQRCTk/7uTv6bG/4xbQ4H0ALWZWTcSgoM3OYTOTdSWEnOZxtx5ceosRlIbuJGJUrhNelxTGAAmOwv+Gg6LlxKSwgAI044twLGChoujQtpxD7Mtjx6P41baJSVRQxEJFZCcRKLFl0rWKCSyyynVx+smHqT0Qgy3RAEsQpYwu/ppEz8uyt4LFWchcX+4fQWGMGgbaIrB4PmzNR04xpaMO9Gci4kmcvS+iL5CPdRbH0Bcu9CCi0wAIwVZtxxJ3/+3TI3nvJhb8IT08wqEC5VUTKZdkVksqo7wQDAhyaVeVy2UFa4uBYRWVhE0SxYKmLFiZTgy8RS4ZJ83grTChFFwTYEQawxVup3N/g91ZwBfqywf6Y5s9YbbYSLMgKGSeNOYpxBKwbGtXkvBdCTQCEq7iPkNqOnyKPso1TAOIzVRZqgXS5Nn0bFuiRjajgnX+kqWn6CSceFC4uESzhng3kvx/rTQsFinuNJELkvGDc6W6jJLeRES5OFxVtXlPZfjEispF8WtQL/EKL5zwmCIIiIGf3uMgkvaHQwS1GQtgFEUZ0lHKULSct695HifGT2UdM8SEa0BGEZI0iNCWmoRRt0WrjwJNCHBaowFTF1sBHqsCmOxQmWrMhq41hEwSK3UJ2FxVtXpCpFihMoSsVipekLIye0eggqL0cQBDETlvu7zDlgXUzMWWQ4L60znJnlgTvJuI/MMxcMKmdgMnYfDXMJzpkP1HXZRzIfVmq/OOtL5DJC7i0xmo8fU7y1KPFkcFmdhHEpdFq4AMYiUlWJMo59aaDO2uIsLGJYVrsdF8uSFSIKvBUFm06whGLFCZX0C7BUxT/tdmR5IQiCMKyEpaVuv+531/3uC1FaZKSymT3cWGSUNi4lHxsTW2E4jPtIogzgzSCgBAMgwaWALwFXZFHxOuQAXBAtVxPH5NaRipZyOWUVRa/rrCw6Sd8KPw8FC1BmCzkmzRiqyxYy+x0hWlILSypY0ht7UiW/VNw/gJX6ohIEQXSVlf79nRJmJUnpRqq6kOqyj1zdl7R4HewyV4tF2T//o7KPHGlMTPo6HV/XfFaRcxUJK1pgyxs7EQNU/W1mWSBOZGBtcXEtIwJwm2JZRMEj1xAvRgiW1MIiZVW4RO6iGXxpVjC6niAIovOs5O9wUfjMHY/g5bjAg0runJuMHc6BQkLnAqwAWG4q3boAXiYBlqeBuxlkTyKt+xIdJldeGDj3EVBW31Uifj/JGFtObWPL/i+TTgsXF/SjgrgWHoiXJrgU0T6AMvgWwNQBuEzWxLOMEy1OsADxa6mqX5Bxat+tP4HvkSAIglgCS7W6TPr7LGU19kWqIPuoPomCFQAEh1a6Yn1xySDjAndd7EtY60ULWbHMuDHWvR9FaBQAyjG2DfnXaeECoGryQlh+p5nwZLr9MFm+rogWxSeytDBlrS11oqVwU38GVpY6wRJ+QUaofC2TyarkEEx0/pISBEHMF0u0tkS/0fb1yN9oJSf/A5oIGQYY60v5zlfdBUrxwjgqRes4N+PcEMMo08hsFzQZvJ52nA0NA8ul06OcKHJjHUk/sFaYFB6YtNKT6MSKWTZZEC5XDLyIg3B5kQiWYhhbWOrEire82Khtd7M3KfwRs2vqYhHgS7yslIFEEARRZSnWlobfaV0smhdNv9Pud7iwIocLk2kkRGmBKQrz3rmQnPtIKiNeFAfjxuKiOaBy5mu+APD1XtyUAVG3g+kCzHtjjRFSgAsXA6O862opY+1y6bRwcTApIrOWMXnVD8LhSas7kaOq4Kaihcn6YnKRlcXFjkRxLC6+xYqWJsEyavrv1NriENno7epwX6A5C0AjCIKYG6b9XQWaf6cnpL5iywg4N4XqgsBdzeOpB9KgXYgyuWWcByN1IS1lrF3zriKumDdFuZOc+uXqSAWLcwu5101zDVVEi4pFC5MaKGQcz5JaWlKXkJKxYFFV02KIHiMull+TkCAIgqiwBBEy8vdaSrAJrNzaxr743/a6WBhHMQSQRVlHvHDjY5kujbwa82IsKBKpE0hh6e6i0C3kvBqaKufySHwY81U1StoRCprQLeTeTzI5Yl2Nlsg9VDiREoiWoojdQqGFJRQr9ouhJ7G4ANDSVCpioozS1pP8K0hNlGRpIQiCmJ4prDAT/14Hv8dMuLjIzAsYAGDKupBU4D4KY15c1pHS0LkAL4x7SOVxrRcjIpT1Wmi77zjjiEsOpUzBOo5grLXtTDvervk6Ls5Soq0vLo2MbtrG4dxCALxoSZmkRkulqBxQTXNOqBMtdYLF3eyjGLVO+CUp+7YM8+VS42cIgiDmkeX8HtYw7jd77O+16w83YsVbZdxyIaDl0NhPhCgt+HW1uIQtYAcOCGanmIknb2SSYdRM006YcMWtqyjIPppyvE2XLZXOj0LuZALxCW0iPXk8sriYCyqGwn+Wuod4UeMeStOdi2HsHiqK2C0UCpQaweJv7GX6R82+hibupS2CL12dKJpWRE0tulZJG+N+3FbruaXjPjRt0HFP3qdlsdyYlvD3WhZgIjdWmRq3kpcgLgtpAKCXHC9XKGUJgJz7LZ0VJnQbNYmXiMDKMlFmUTLmarnGhYuprRKchBFmK6BerJj3LEjbWoJ7KM0eckLFuYeKQbOFJRQr7qZPBcwSiL6wS3EfTUAlHfsQr09trNz6q6WNeezTLNqYxz7Noo2l9KmWKa0yy/rtVoEryQkZWQAqtwKm6j7yriOgdBvluRmXrNvICR3jIioL1cEvY0CuKuJFKBjXkdClV0NyKDE6NANI3EV23NVr3eISChGVuIvq1nPrxts2ixa3zDEye8iR1mCpix8ZI1qabvpJvgxOsEyzrmt3STjBM832026z1DZWsk9LbWMe+zSLNuaxT7NoYx77NIs2ZtGnabZZShsjmFSYTLpeFPcSxsJ491DZfw00B/WG9WbCYnVJthFEfYBsrduIa1v+X9WKl9BtFNI07q75rCJgMn9ZaJUJBQsAH4Tr1qtNeXbWlmTeoUo13KIY7R4KXUNOoNQIluhmn1K5TzIPxDTiZixL2ce026zVNuaxT7NoYx77NIs25rFPs2hjHvs0ARP9fk4rcGpcWwyw44Oxvri6uN76orL6tGkRCAnl8oqsLOEMrkgdh51husFtxCXMbNLedQRM4iTiiUsoHXuXQ6eFC5csOAlVcdK0DYBaKwsAiKIULEBNTEuhqtVwR2QPedFSHKwKlsDiUsa1lDe6VslNH34JGnzWSLZhfISPt2kfBEEQRD3jgm/T3+1x+4gs39bawnPzOy3MMxO5iXlReSlgRB4JlshtlPdMzIuIrS5QHCzPoAs7LU4Q8wLE2UZufiOVVNoFjCYqp9gxf5fHGRHc2KtacBVNvYcvfvGLeO1rX4stW7aAMYbPfvaz/rOiKPC+970PJ510EtavX48tW7bgrW99K773ve9F+1hcXMS73vUuHHXUUVi/fj1e97rX4V/+5V+m7nw8kdNoFReKnFC0ROskrjrW7LozjJpJObW0NFAnWrQq4ptfFtUvi1s2wZeosr+6fYx61DHNukvdpq0+LWX9WbRBx03HTcd9aNpYynlq2Db8jR0pWpr2UbPc78cui6w74XiiguSOaJ9hyELzOGWyjJIQiNr1XC2z6jgbGxCq1I29y2Vqi8uTTz6Jk08+GT//8z+Pn/mZn4k+e+qpp3DffffhAx/4AE4++WTs3bsX27dvx+te9zp87Wtf8+tt374dn//85/HJT34SRx55JC677DKcc845uPfeeyGmKDsfFqADEJixqkTr1biGgHr30MhZnptqtaTBuHIIXSzG2ULW8qKDG3bkzTqKYL2m7AFgMjdSLZP8g1jKurPcZh7bmMc+zaKNeezTLNqYxz7Noo3V0qdRNPxWT+2Ol0Xsyhc5oApjgQlWY0DsOhoArGfbtJ+jGADolRtxDiAHMKzWeBHVuY2EZJAAhAS0qLqOzNQ6plfG+tIsXurG3+XAtNZLHs8YY/jMZz6DN7zhDY3r3HPPPfjxH/9xPPzww3j2s5+Nffv24ZnPfCZ+//d/H29605sAAN/73vdw7LHH4k//9E/x6le/urKPxcVFLC4u+vf79+/Hsccei1N+7wcQ6w73y91JrCMUKwBqBQtgXENmGeonTEwLzKUZRFKauSicW2iwWHEPpVYWrYpIrGg5GHHWx8NEb/xKGC1yCIIgiCqTB+Yu/3fc/0aLvHT7ixzMPsAz7zYCz8B6fbtMmHmO8p7JNhK8nNsoz817zqFz+xln0IL5eY0AQAubeSTKsVULDcXhi9WpII6mafxNhYp6/Al87R1HYt++fTj88MNrtxlHO3abEezbtw+MMTz96U8HANx7770oigLbtm3z62zZsgUnnngi7rrrrtp9XH311di4caN/HHvssQDK/HAHV6zG/cNqRYsjfl0+eytLQFRgrgkX1W0tLUCSNRSSfAHSL4QTOJM+yu0m+8Kk2xEEQRBV6n5nm9cdVH6Dl/I77rYDUP7BTfZXJnzE1nyPq9QuVek+Cv54141pocvIvU7HVTduxokvrPYRkgbsLpUVDc49ePAg3v/+9+P888/3ymr37t3o9Xp4xjOeEa27adMm7N69u3Y/l19+OS699FL/3llcmA2sDTHpWdWTCgQnu8bSEmUPpQXmKq6hJINIKmOWC+NakpRn0zlrbRk8BQDe0lJmEw1iAaImV+yM9xLxUpBFhSAIoiWm+UNYWTbFb3m4HyZyaDkw1hdYd3/iOvLSQAzjYN3wM6Cs7xLCVTARYzVYFzDWDc0BDpNxFLqOzOdVMaKEahQpbJ7nKiqKAm9+85uhlMINN9wwdn2tNRirP6B+v49+v1/7WWgx0UJHJ4vJ1PpSLg8FC+DcQu7zhgyiSUWLqkl5VkOowVOxcvYquxQs0Q0+hamxzhbk9sV4s+vIfTEIgiCI0Ywt5z9KoEwsfAZAjbtfywF4b715DXghE8bEMKBZvPCa+NE0TRrw4oVJF/tSwu3eXMq0ecOQxtyGYqZpHF4OKyJciqLAeeedh127duEv/uIvIj/W5s2bMRgMsHfv3sjqsmfPHpx22mlTtVPJAmoIDgrXq1vHWVrM57rWTeQZlUkUBOMCiERL5YYPRItjlGhJxUUljqXhZnf7bRIvSynJ3bT9NOtO0kZb68+ijZFB0XTcM+3TamljHvs0izamvadm8Rs1jmkFy6S/5+63u7S+VC3pTrAAgVBxSS5SmmXczmkkxrtq3HxGumZVI2bca+ZjXez8xsF6zWNxC7qlfeHiRMu3v/1t3HHHHTjyyCOjz0855RTkeY6dO3fivPPOAwA8+uij+MY3voFrrrlmqrbCANtJ1gVQa2lJ3UMAqhlEztoCxNYWFdRrSQrMOcLsodA9VGtpsTd01UdqrSf2Bq+98ZsUvf0CjDw/SxQ2S113OdstpZ2VbmMe+zSLNuaxT6uljXns0yzaWMn1V0SYOEZYVJqs2qOs3aEYqfsstLr49W2FXS1l4EIKJmJMrS5BdV1ndSntKqn9JtgssLyUyybL82kSNdMwtXB54okn8A//8A/+/a5du/DAAw/giCOOwJYtW/Bf/st/wX333Yf/+3//L6SUPm7liCOOQK/Xw8aNG/H2t78dl112GY488kgcccQReM973oOTTjoJr3rVq6Y+gElPQp1gce9T0VI7cWKY+pxkEQHwz3UuojrRYtYNREsiWKa50ZnoNS43favZV6Lwl+KDJQiCWLNMKUZGiZS6P6IutiW0vkTroMZlJIfxMgDgWWx1cfBqzIsXL1wEM0kHM0qLOHjXCxiupx6Ll8PUwuVrX/saXvGKV/j3Lmj2wgsvxJVXXonPfe5zAID/+B//Y7TdHXfcgTPOOAMA8Nu//dvIsgznnXceDhw4gDPPPBM333zzVDVcgMlPQCpaHE60xMtsMO6kOGsLUJ851IAXKMHNWCdatFxEChNxvE9qjQmXN6ZGp1+iCVOoCYIg1ixj4lSmES3pb3v4u+5+u1PxMrrtAmzUZLmhaHGBuo1zHmkgqOlSiphSvGheuo64YiPLkTi4YofGVXTGGWdgVOmXScrCLCws4CMf+Qg+8pGPTNt8hUnESyhYxlpamlxEztri3zfM+jyBtcW5iJosLeENPavA2eVrYIIgiNXPuN/kSUTKUn7XQ7dQuixyGak8scTYmEs0/M5zDigRTwlQcRmN3AMAU7BOT2B7SA0IS6HTcxWZiQ8nWC8Kzi2XLU20SO8iqp08EagvNGdpEi2lcFn0y8L3vv+i3xjYNW7dUYXpKLOIIAhicib5zUx/z5e6P299wYTixbuHssgTEAXvyhrbh+BmDEziXbRgdqxsFi/OAgMgEjBtCJWUTguXSaibfyHNGmrMIBqFqr8a9Tn8cWxLvH7VLdQkWtyyyV1FixXzYxOTVtslCIJY64y3ulR/uyf5DChdRqGrf6Tbvw419IG6tUhZnx7txIxIa6BpnxodvjbvY/eRW9bE2DkAJ6DTwoWpyU5CNSBXl9s70TKptcVWIKy1tiTuIucmanIRpe6hOsEySdBseKOXy6pWmFTwhJDFhSAIYjpGC5Q0MzRxF9X8tpvUZ7NeaDGPxAxGWF3CVGk5rBSlg1svDdStMIxcRuAsinOJAnb5aKGyEnRbuEzpKgoFS/h+KtFSc7ErmUThZ2Mm86rGtFirywjBkhaWC2/0cL9mWS9YVv8lGyVoCIIgiPGWErPOBPEtE/62O4v5KHe/s+J7wSLtxIzB55WkZpcePS4ZJnEZOfESu42AaQXMmo9xWQpNomUiXPqzfx5WhEodTQG5jeurquWlTlyEX4BUqU9Dnfsp/KyOaddv2mZSs+lS118tbcxjn2bRxjz2aRZtzGOfZtFG232axe/aKCa1nqe/9aOKhgIwFnuEf15tETpeX6Qu3lYaN5IMFESTiJEmNdqMkXauP5QxL3VF6mZBp4ULH2rwws1aWaq+OurmHoommBolXkIXUTDzc+18RNF2zk1U7yLyfRP9itWlciPXxrbE2zDRj272uvTodDsm+jbwq3n/4XbhOtOs39RGXb/CbZoILVWj2miKG3LHPWr/k/YpbKPu3LbRRrgNHTcdNx13tU9pGyvxu1aXABEeR1hTS8tFaFW/Tf3+y+fymM3+a63p/vXT7LojxIoyLiNICWbdRxACDHa/bqqcUMAoBXAOVtiKu9bb4Oc14sz1ojI1gD/W1FAAM24vl04LlzjGRU+uAkO3UEpTSX9VtbSMFC0JdaKl1qxoVbmSi9DyIJhYAEe7/xxqfatN0wW4+JvQujMmVqbJ3TX6h2r6NqY5jro2ltqnpgDpSY+7IlLpuOm4a/tDx53S1nHXHcekluqqqz4OnK2Il0TkNfV9kt/8uoDd0kJfAGKEtUUFadE2RRoiqKhbZ3Wx4iUcKysZR7beSzr2NoZotBCce4gMPStDFHQbPlJrS4pS5QOIBU1Y6n8E6czM2tZuaSoxnWYT1an56jbVWJjR648WSdPsn/FexXQ5bX/C9dwXelw1yfCLv5Q2wv1M2qfR+07T1huEY8O5Sv/tNbVBx03HPQ467gYL0JS/U+H6TeeweXn1OEcJr0n6k667lNpeWhbBH+xgDEoK1Ok01CGsVeYIx8YawiSXcNwFqqKlLbptcZE6CRYCUDNfwshJE0PSuYjcMxD7AxPSgnNhNlH9+tWaLaFZ0S1nYsF0Ry4CchE8cSk19kfFoihl9Bd7dCT8NOvHPwjjt0nXDwPT6tLGJz2OWfZpFm3QcY9ug457bR13yLR9Spe5Po0SB+PEGoCxoiVcV4Xn1P7m1/XRWVhcH2utSbKAxlMA1pn9uW1RupJYrWVFlu6ilFETMyrti9QxpSvejriGmo6el0OnhYvDnYhYwFQ/nygQN1WWQSZRRZ36daqiJcwmqq/fMum/pIPmGMRCdIPzxIyYmndTc+Y43HZ1fWxaf1qm3WYe25jHPs2ijXns0yzamMc+zaKNeezTLNoo/zRW42gm2r7mT2Maw+gIf8/D3/mmfY5y4ZnlA4TZRXHOD6Jso6QjzQXp+AjRIpUXNVUDQkkbQiWlk8LFTSswPLg/Xt4UIFQjXJjSpUgJXUT+tTTrF0VZKbcYlDEuysW4SOjigH0/LIvNqcKb6dTwILR2MS4uWNcJl6K82dXAuJdUAaXcBIxGLDGWVOBlSYGg4D1jSyvgz5KKiDTxIkEQa5Hwt3Cq38FQuIR/XmvKYqjo8/h3XjMOxnj0W87AwKwcMWGxGmbmHwWmFJgegnMO6AKM54DOwVQOpjKAZ2DMTp6oBCDNMghhLDC6Z+JcODcihjP7zEuLCy+fXVwLhAvSnWD8tbhxe5LpgZropHB57LHHAABfuvo5h7YjBEEQBEFMzeOPP46NGzcuadtOCpcjjjgCAPCd73xnyQfeNfbv349jjz0WjzzyCA4//PBD3Z2ZsNaOea0dL7D2jnmtHS+w9o55rR0vMN0xa63x+OOPY8uWLUtur5PChVuT1caNG9fMjeE4/PDD6ZhXOWvteIG1d8xr7XiBtXfMa+14gcmPebkGh1WVDk0QBEEQxOqGhAtBEARBEJ2hk8Kl3+/j13/919Hvr53JAemYVz9r7XiBtXfMa+14gbV3zGvteIHZHzPTy8lJIgiCIAiCmCGdtLgQBEEQBLE2IeFCEARBEERnIOFCEARBEERnIOFCEARBEERnIOFCEARBEERn6KRwueGGG7B161YsLCzglFNOwZe+9KVD3aUlcfXVV+MlL3kJNmzYgKOPPhpveMMb8NBDD0XrvO1tbwNjLHq89KUvjdZZXFzEu971Lhx11FFYv349Xve61+Ff/uVfZnkoE3HllVdWjmXz5s3+c601rrzySmzZsgWHHXYYzjjjDDz44IPRPrpyrI7nPOc5lWNmjOGSSy4B0P3r+8UvfhGvfe1rsWXLFjDG8NnPfjb6vK1runfvXrzlLW/Bxo0bsXHjRrzlLW/BD3/4wxU+unpGHXNRFHjf+96Hk046CevXr8eWLVvw1re+Fd/73veifZxxxhmV6/7mN785Wqcrxwy0dx/PyzGPO9667zRjDB/+8If9Ol26xpOMRfP0Xe6ccPnUpz6F7du344orrsD999+Pn/qpn8LZZ5+N73znO4e6a1Nz55134pJLLsFXvvIV7Ny5E8PhENu2bcOTTz4ZrffTP/3TePTRR/3jT//0T6PPt2/fjs985jP45Cc/iS9/+ct44okncM4550BKOcvDmYgTTjghOpavf/3r/rNrrrkG1157La6//nrcc8892Lx5M8466yw8/vjjfp0uHSsA3HPPPdHx7ty5EwDwxje+0a/T5ev75JNP4uSTT8b1119f+3lb1/T888/HAw88gC984Qv4whe+gAceeABvectbVvz46hh1zE899RTuu+8+fOADH8B9992HT3/60/jWt76F173udZV13/GOd0TX/Xd/93ejz7tyzI427uN5OeZxxxse56OPPorf+73fA2MMP/MzPxOt15VrPMlYNFffZd0xfvzHf1z/0i/9UrTs+c9/vn7/+99/iHrUHnv27NEA9J133umXXXjhhfr1r3994zY//OEPdZ7n+pOf/KRf9t3vfldzzvUXvvCFlezu1Pz6r/+6Pvnkk2s/U0rpzZs369/6rd/yyw4ePKg3btyof+d3fkdr3a1jbeLd7363fu5zn6uVUlrr1XV9AejPfOYz/n1b1/Sb3/ymBqC/8pWv+HXuvvtuDUD//d///Qof1WjSY67jq1/9qgagH374Yb/s9NNP1+9+97sbt+naMbdxH8/rMU9yjV//+tfrV77yldGyLl/jdCyat+9ypywug8EA9957L7Zt2xYt37ZtG+66665D1Kv22LdvH4By9mvHX/7lX+Loo4/G8573PLzjHe/Anj17/Gf33nsviqKIzsmWLVtw4oknzuU5+fa3v40tW7Zg69atePOb34x/+qd/AgDs2rULu3fvjo6j3+/j9NNP98fRtWNNGQwG+MQnPoFf+IVfAGPML19N1zekrWt69913Y+PGjTj11FP9Oi996UuxcePGuT8HgPleM8bw9Kc/PVr+B3/wBzjqqKNwwgkn4D3veU/0z7WLx7zc+7iLxwwA3//+9/Enf/InePvb3175rKvXOB2L5u273KnZof/1X/8VUkps2rQpWr5p0ybs3r37EPWqHbTWuPTSS/GTP/mTOPHEE/3ys88+G2984xtx3HHHYdeuXfjABz6AV77ylbj33nvR7/exe/du9Ho9POMZz4j2N4/n5NRTT8X//J//E8973vPw/e9/Hx/84Adx2mmn4cEHH/R9rbu2Dz/8MAB06ljr+OxnP4sf/vCHeNvb3uaXrabrm9LWNd29ezeOPvroyv6PPvrouT8HBw8exPvf/36cf/750ay5F1xwAbZu3YrNmzfjG9/4Bi6//HL8zd/8jXcldu2Y27iPu3bMjltuuQUbNmzAueeeGy3v6jWuG4vm7bvcKeHiCP+tAuZEp8u6xjvf+U787d/+Lb785S9Hy9/0pjf51yeeeCJe/OIX47jjjsOf/MmfVL4oIfN4Ts4++2z/+qSTTsLLXvYyPPe5z8Utt9ziA/mWcm3n8Vjr+NjHPoazzz4bW7Zs8ctW0/Vtoo1rWrf+vJ+Doijw5je/GUop3HDDDdFn73jHO/zrE088Eccffzxe/OIX47777sOLXvQiAN065rbu4y4ds+P3fu/3cMEFF2BhYSFa3tVr3DQWAfPzXe6Uq+ioo46CEKKizPbs2VNRgl3iXe96Fz73uc/hjjvuwLOe9ayR6x5zzDE47rjj8O1vfxsAsHnzZgwGA+zduzdarwvnZP369TjppJPw7W9/22cXjbq2XT7Whx9+GLfffjt+8Rd/ceR6q+n6tnVNN2/ejO9///uV/f/gBz+Y23NQFAXOO+887Nq1Czt37oysLXW86EUvQp7n0XXv2jGHLOU+7uIxf+lLX8JDDz009nsNdOMaN41F8/Zd7pRw6fV6OOWUU7ypzbFz506cdtpph6hXS0drjXe+85349Kc/jb/4i7/A1q1bx27z2GOP4ZFHHsExxxwDADjllFOQ53l0Th599FF84xvfmPtzsri4iL/7u7/DMccc402q4XEMBgPceeed/ji6fKwf//jHcfTRR+M1r3nNyPVW0/Vt65q+7GUvw759+/DVr37Vr/PXf/3X2Ldv31yeAydavv3tb+P222/HkUceOXabBx98EEVR+OvetWNOWcp93MVj/tjHPoZTTjkFJ5988th15/kajxuL5u67PHmc8XzwyU9+Uud5rj/2sY/pb37zm3r79u16/fr1+p//+Z8Pddem5pd/+Zf1xo0b9V/+5V/qRx991D+eeuoprbXWjz/+uL7sssv0XXfdpXft2qXvuOMO/bKXvUz/yI/8iN6/f7/fzy/90i/pZz3rWfr222/X9913n37lK1+pTz75ZD0cDg/VodVy2WWX6b/8y7/U//RP/6S/8pWv6HPOOUdv2LDBX7vf+q3f0hs3btSf/vSn9de//nX9sz/7s/qYY47p5LGGSCn1s5/9bP2+970vWr4aru/jjz+u77//fn3//fdrAPraa6/V999/v8+gaeua/vRP/7T+sR/7MX333Xfru+++W5900kn6nHPOmfnxaj36mIui0K973ev0s571LP3AAw9E3+vFxUWttdb/8A//oK+66ip9zz336F27duk/+ZM/0c9//vP1C1/4wk4ec5v38bwc87j7Wmut9+3bp9etW6dvvPHGyvZdu8bjxiKt5+u73DnhorXWH/3oR/Vxxx2ne72eftGLXhSlD3cJALWPj3/841prrZ966im9bds2/cxnPlPnea6f/exn6wsvvFB/5zvfifZz4MAB/c53vlMfccQR+rDDDtPnnHNOZZ154E1vepM+5phjdJ7nesuWLfrcc8/VDz74oP9cKaV//dd/XW/evFn3+3398pe/XH/961+P9tGVYw35f//v/2kA+qGHHoqWr4bre8cdd9TewxdeeKHWur1r+thjj+kLLrhAb9iwQW/YsEFfcMEFeu/evTM6yphRx7xr167G7/Udd9yhtdb6O9/5jn75y1+ujzjiCN3r9fRzn/tc/Su/8iv6sccei9rpyjG3eR/PyzGPu6+11vp3f/d39WGHHaZ/+MMfVrbv2jUeNxZpPV/fZWY7TRAEQRAEMfd0KsaFIAiCIIi1DQkXgiAIgiA6AwkXgiAIgiA6AwkXgiAIgiA6AwkXgiAIgiA6AwkXgiAIgiA6AwkXgiAIgiA6AwkXgiAIgiA6AwkXgiAIgiA6AwkXgiAIgiA6AwkXgiAIgiA6w/8PYuwIMh+pG40AAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pywt\n",
    "import scipy.signal as sig\n",
    "\n",
    "coefs_ssq = cwt(xo,  wavelet='morlet')[0]\n",
    "plt.imshow(np.abs(coefs_ssq), aspect='auto', cmap='turbo')\n",
    "plt.title('cwt')\n",
    "plt.show()\n",
    "\n",
    "coefs_ssq = sig.cwt(xo, sig.morlet2, np.arange(1,128))\n",
    "plt.imshow(np.abs(coefs_ssq), aspect='auto', cmap='turbo')\n",
    "plt.title('scipy')\n",
    "plt.show()\n",
    "\n",
    "coefs_pywt = pywt.cwt(xo, scales=scales, wavelet='cmor2-0.796')[0]\n",
    "plt.imshow(np.abs(coefs_pywt), aspect='auto', cmap='turbo')\n",
    "plt.title('pywt')\n",
    "plt.show()\n",
    "\n",
    "coefs_ssq = ssq_cwt(xo,  wavelet='morlet')[0]\n",
    "plt.imshow(np.abs(coefs_ssq), aspect='auto', cmap='turbo')\n",
    "plt.title('ssq')\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-19T07:27:42.852069894Z",
     "start_time": "2023-08-19T07:27:41.934883542Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "cwt_1"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "cwt_1(xo, scales=scales, wavelet='morlet')"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "import pywt\n",
    "import scipy.signal as sig\n",
    "\n",
    "coefs_ssq = cwt_1(xo, wavelet='morlet')[0]\n",
    "plt.imshow(np.abs(coefs_ssq), aspect='auto', cmap='turbo')\n",
    "plt.title('cwt')\n",
    "plt.show()\n",
    "scales = process_scales(np.arange(1,247,dtype=np.float32),32)\n",
    "coefs_ssq = sig.cwt(xo, sig.morlet2, np.arange(1,247))\n",
    "plt.imshow(np.abs(coefs_ssq), aspect='auto', cmap='turbo')\n",
    "plt.title('scipy')\n",
    "plt.show()\n",
    "\n",
    "coefs_pywt = pywt.cwt(xo, wavelet='cmor2-0.796', scales=scales)[0]\n",
    "plt.imshow(np.abs(coefs_pywt), aspect='auto', cmap='turbo')\n",
    "plt.title('pywt')\n",
    "plt.show()\n",
    "\n",
    "coefs_ssq = ssq_cwt(xo, wavelet='morlet')[0]\n",
    "plt.imshow(np.abs(coefs_ssq), aspect='auto', cmap='turbo')\n",
    "plt.title('ssq')\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "coefs_ssq = cwt_1(xo, wavelet='morlet')[0]\n",
    "coefs_ssq"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
